In [1]:
# Data Manipulation and Preprocessing
import numpy as np
import pandas as pd
from sklearn.preprocessing import StandardScaler, PolynomialFeatures

# Visualization
import matplotlib.pyplot as plt
import seaborn as sns
import plotly.graph_objects as go

# Model Building and Training
from sklearn.ensemble import RandomForestRegressor
from xgboost import XGBRegressor
from lightgbm import LGBMRegressor
from catboost import CatBoostRegressor
from sklearn.svm import SVR
from sklearn.linear_model import LinearRegression
from statsmodels.tsa.arima.model import ARIMA

# Model Evaluation and Selection
from sklearn.model_selection import (
    train_test_split, 
    GridSearchCV, 
    RandomizedSearchCV, 
    cross_val_score, 
    learning_curve
)
from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score

# Hyperparameter Tuning
import optuna

# Pipeline
from sklearn.pipeline import Pipeline, make_pipeline

# Model Saving and Loading
import joblib
<frozen importlib._bootstrap>:241: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 216 from C header, got 232 from PyObject
In [2]:
data = pd.read_csv('housing_new.csv')
data = data.drop(columns=['Unnamed: 0.1', 'Unnamed: 0'])
data = data[['new_date','flat_type', 'district', 'range_numeric' ,'floor_area_sqm', 'lease_commence_date', 'resale_price',]]
In [3]:
data.head()
Out[3]:
new_date flat_type district range_numeric floor_area_sqm lease_commence_date resale_price
0 1990.083333 1 ROOM North-East 11.0 31.0 1977 9000.0
1 1990.083333 1 ROOM North-East 5.0 31.0 1977 6000.0
2 1990.083333 1 ROOM North-East 11.0 31.0 1977 8000.0
3 1990.083333 1 ROOM North-East 8.0 31.0 1977 6000.0
4 1990.083333 3 ROOM North-East 5.0 73.0 1976 47200.0
In [4]:
loaded_preprocessor = joblib.load('preprocessor.pkl')
In [5]:
transformed_data = loaded_preprocessor.transform(data)
# Extract feature names from the transformers
categorical_columns = ['district', 'flat_type']
numerical_columns = [ 'floor_area_sqm', 'range_numeric']

num_feature_names = numerical_columns
cat_feature_names = loaded_preprocessor.named_transformers_['cat'].get_feature_names_out(categorical_columns)
remainder_feature_names = [col for col in data.columns if col not in numerical_columns + categorical_columns]

# Combine all feature names
all_feature_names = list(num_feature_names) + list(cat_feature_names) + remainder_feature_names

# Create a DataFrame with feature names
transformed_data = pd.DataFrame(transformed_data, columns=all_feature_names)
In [6]:
transformed_data.head()
Out[6]:
floor_area_sqm range_numeric district_East district_North district_North-East district_West flat_type_2 ROOM flat_type_3 ROOM flat_type_4 ROOM flat_type_5 ROOM new_date lease_commence_date resale_price
0 -2.758297 0.663203 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1990.083333 1977.0 9000.0
1 -2.758297 -0.563772 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1990.083333 1977.0 6000.0
2 -2.758297 0.663203 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1990.083333 1977.0 8000.0
3 -2.758297 0.049716 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1990.083333 1977.0 6000.0
4 -0.843622 -0.563772 0.0 0.0 1.0 0.0 0.0 1.0 0.0 0.0 1990.083333 1976.0 47200.0
In [7]:
transformed_data.shape
Out[7]:
(869645, 13)
In [8]:
#half_data = transformed_data.sample(frac=0.5, random_state=42)

# Split the sampled data into features and target
#X = half_data.drop('resale_price', axis=1)
#y = half_data['resale_price']

X = transformed_data.drop('resale_price', axis=1)
y= transformed_data['resale_price']
# Split the half data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
In [24]:
def objective(trial):
    param = {
        'learning_rate': trial.suggest_float('learning_rate', 0.05, 0.2),  # Wider range for fine-tuning
        'n_estimators': trial.suggest_int('n_estimators', 500, 1000),      # Wider range for better exploration
        'max_depth': trial.suggest_int('max_depth', 3, 20),                # Full range of typical tree depths
        'subsample': trial.suggest_float('subsample', 0.5, 1.0),           # Broad exploration for regularization
        'colsample_bytree': trial.suggest_float('colsample_bytree', 0.5, 1.0), 
        'min_child_weight': trial.suggest_int('min_child_weight', 1, 10),
        'reg_alpha': trial.suggest_float('reg_alpha', 0.0, 1.0),           # L1 regularization
        'reg_lambda': trial.suggest_float('reg_lambda', 0.0, 10.0),        # L2 regularization
        'gamma': trial.suggest_float('gamma', 0.0, 1.0),                   # Minimum loss reduction
    }

    # Initialize the model with current parameters
    model = XGBRegressor(**param, random_state=42)
    
    # Use cross-validation to evaluate the model
    scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error', n_jobs=-1)
    rmse = np.sqrt(-scores.mean())  # Convert negative MSE to RMSE
    return rmse

# Run the optimization with a larger number of trials
study = optuna.create_study(direction='minimize')
study.optimize(objective, n_trials=100)  # Increase trials for better results

# Print the best trial
print("Best Trial:", study.best_trial.params)
print("Best RMSE:", study.best_value)
[I 2025-01-06 16:50:25,042] A new study created in memory with name: no-name-1c7742c5-e5b0-4564-aea9-43bcccf04cf8
[I 2025-01-06 16:51:16,322] Trial 0 finished with value: 29925.609003920395 and parameters: {'learning_rate': 0.1551885747161722, 'n_estimators': 579, 'max_depth': 7, 'subsample': 0.7892915592464479, 'colsample_bytree': 0.5250698697244306, 'min_child_weight': 3, 'reg_alpha': 0.4093801339800691, 'reg_lambda': 5.726900973547426, 'gamma': 0.7985357125997959}. Best is trial 0 with value: 29925.609003920395.
[I 2025-01-06 16:52:01,255] Trial 1 finished with value: 30565.1607097348 and parameters: {'learning_rate': 0.12790371974941028, 'n_estimators': 583, 'max_depth': 6, 'subsample': 0.7256045846170733, 'colsample_bytree': 0.8060719980470417, 'min_child_weight': 1, 'reg_alpha': 0.6114219366843138, 'reg_lambda': 8.426519567888327, 'gamma': 0.8819264397290669}. Best is trial 0 with value: 29925.609003920395.
[I 2025-01-06 16:55:41,702] Trial 2 finished with value: 29134.45704347457 and parameters: {'learning_rate': 0.054475613928127144, 'n_estimators': 795, 'max_depth': 16, 'subsample': 0.8039482244000875, 'colsample_bytree': 0.63936283696413, 'min_child_weight': 10, 'reg_alpha': 0.5046664098741598, 'reg_lambda': 0.8093206505627737, 'gamma': 0.7727419371772226}. Best is trial 2 with value: 29134.45704347457.
[I 2025-01-06 16:57:21,039] Trial 3 finished with value: 28691.82818789035 and parameters: {'learning_rate': 0.14844091813535076, 'n_estimators': 836, 'max_depth': 9, 'subsample': 0.7341138974989775, 'colsample_bytree': 0.6711306889500226, 'min_child_weight': 3, 'reg_alpha': 0.2894529968094721, 'reg_lambda': 7.105201883171044, 'gamma': 0.8441983212315565}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:06:46,160] Trial 4 finished with value: 30326.309380743587 and parameters: {'learning_rate': 0.05180930848165199, 'n_estimators': 909, 'max_depth': 20, 'subsample': 0.5241670839027303, 'colsample_bytree': 0.7705145054720264, 'min_child_weight': 1, 'reg_alpha': 0.5514585974775588, 'reg_lambda': 8.98379836186338, 'gamma': 0.8895538006574178}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:08:03,636] Trial 5 finished with value: 29364.08808217122 and parameters: {'learning_rate': 0.16885447990144514, 'n_estimators': 895, 'max_depth': 7, 'subsample': 0.7418583730726488, 'colsample_bytree': 0.5931764690232235, 'min_child_weight': 7, 'reg_alpha': 0.4859373913594697, 'reg_lambda': 7.8908184431835355, 'gamma': 0.18458276054590017}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:09:15,053] Trial 6 finished with value: 29665.519364086893 and parameters: {'learning_rate': 0.0621089189143546, 'n_estimators': 674, 'max_depth': 8, 'subsample': 0.6513824536004157, 'colsample_bytree': 0.7497276427674492, 'min_child_weight': 4, 'reg_alpha': 0.31669863048494507, 'reg_lambda': 4.6678764243091475, 'gamma': 0.36356987380416894}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:10:30,910] Trial 7 finished with value: 29418.719413576757 and parameters: {'learning_rate': 0.10058036371483384, 'n_estimators': 878, 'max_depth': 7, 'subsample': 0.7854501622695138, 'colsample_bytree': 0.9064200228084496, 'min_child_weight': 10, 'reg_alpha': 0.8423616048396935, 'reg_lambda': 6.134393877039743, 'gamma': 0.1198588973414233}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:12:33,346] Trial 8 finished with value: 29097.837121146746 and parameters: {'learning_rate': 0.13635812987780177, 'n_estimators': 832, 'max_depth': 11, 'subsample': 0.6279657915713728, 'colsample_bytree': 0.8800477889313415, 'min_child_weight': 9, 'reg_alpha': 0.6501015286006061, 'reg_lambda': 4.079094684313694, 'gamma': 0.2796266098796434}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:14:55,344] Trial 9 finished with value: 29881.53680067453 and parameters: {'learning_rate': 0.19349871302429866, 'n_estimators': 570, 'max_depth': 15, 'subsample': 0.8653677931486757, 'colsample_bytree': 0.5325651817262342, 'min_child_weight': 1, 'reg_alpha': 0.20643438257295177, 'reg_lambda': 6.8100375864030385, 'gamma': 0.1222990594429999}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:15:46,009] Trial 10 finished with value: 35359.50280798645 and parameters: {'learning_rate': 0.09615482059704485, 'n_estimators': 991, 'max_depth': 3, 'subsample': 0.9997499004754483, 'colsample_bytree': 0.985623053829805, 'min_child_weight': 6, 'reg_alpha': 0.009856400438851054, 'reg_lambda': 2.411548275488127, 'gamma': 0.5893115543021568}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:17:51,466] Trial 11 finished with value: 29149.241506281964 and parameters: {'learning_rate': 0.14104922046831844, 'n_estimators': 750, 'max_depth': 12, 'subsample': 0.5995724082019689, 'colsample_bytree': 0.6775163856780425, 'min_child_weight': 8, 'reg_alpha': 0.7879638701786855, 'reg_lambda': 3.9705579779581535, 'gamma': 0.41333535174707436}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:21:11,151] Trial 12 finished with value: 29729.543578061213 and parameters: {'learning_rate': 0.17515501583868173, 'n_estimators': 814, 'max_depth': 11, 'subsample': 0.6304003832193228, 'colsample_bytree': 0.8619410617475362, 'min_child_weight': 4, 'reg_alpha': 0.7094932114132704, 'reg_lambda': 3.2785204926573934, 'gamma': 0.5777273148400881}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:23:01,786] Trial 13 finished with value: 28693.24663912073 and parameters: {'learning_rate': 0.1058948553476949, 'n_estimators': 700, 'max_depth': 11, 'subsample': 0.6818041223533803, 'colsample_bytree': 0.6984845656714289, 'min_child_weight': 8, 'reg_alpha': 0.9697857864863619, 'reg_lambda': 2.1992515631884335, 'gamma': 0.32411818010771437}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:25:44,049] Trial 14 finished with value: 29699.846858246103 and parameters: {'learning_rate': 0.10290008872746548, 'n_estimators': 688, 'max_depth': 14, 'subsample': 0.8676035078874942, 'colsample_bytree': 0.6947234909767924, 'min_child_weight': 5, 'reg_alpha': 0.13244387308881223, 'reg_lambda': 0.7089498968437355, 'gamma': 0.0014686337831013585}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:27:16,194] Trial 15 finished with value: 28741.580841584797 and parameters: {'learning_rate': 0.08375772197609847, 'n_estimators': 688, 'max_depth': 10, 'subsample': 0.6933878047590555, 'colsample_bytree': 0.6072820700955777, 'min_child_weight': 7, 'reg_alpha': 0.9474145187920118, 'reg_lambda': 2.349642809360398, 'gamma': 0.6726395264209083}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:33:04,297] Trial 16 finished with value: 35742.914282738966 and parameters: {'learning_rate': 0.11585728623090115, 'n_estimators': 751, 'max_depth': 3, 'subsample': 0.5452602627183508, 'colsample_bytree': 0.7126053576472715, 'min_child_weight': 3, 'reg_alpha': 0.9789322182727814, 'reg_lambda': 7.221703819878188, 'gamma': 0.4730732712942973}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:36:25,625] Trial 17 finished with value: 30577.91546431819 and parameters: {'learning_rate': 0.1519352458508374, 'n_estimators': 633, 'max_depth': 17, 'subsample': 0.8668464640506719, 'colsample_bytree': 0.8109997936207726, 'min_child_weight': 8, 'reg_alpha': 0.3134477274139287, 'reg_lambda': 9.72455577945253, 'gamma': 0.9805764725641538}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:39:13,250] Trial 18 finished with value: 28913.85324680126 and parameters: {'learning_rate': 0.07649623875951402, 'n_estimators': 761, 'max_depth': 13, 'subsample': 0.6928340767158607, 'colsample_bytree': 0.6315363918659319, 'min_child_weight': 3, 'reg_alpha': 0.37883863249389527, 'reg_lambda': 1.6664500020865578, 'gamma': 0.28821744566675767}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:41:16,258] Trial 19 finished with value: 28582.878119612207 and parameters: {'learning_rate': 0.12109392715050744, 'n_estimators': 927, 'max_depth': 9, 'subsample': 0.948575861050382, 'colsample_bytree': 0.5645091049604851, 'min_child_weight': 6, 'reg_alpha': 0.1432718623820568, 'reg_lambda': 5.2821901236408495, 'gamma': 0.678728171439617}. Best is trial 19 with value: 28582.878119612207.
[I 2025-01-06 17:43:17,398] Trial 20 finished with value: 28576.407192813094 and parameters: {'learning_rate': 0.19894958529331788, 'n_estimators': 998, 'max_depth': 9, 'subsample': 0.9627892325348114, 'colsample_bytree': 0.5657990108718804, 'min_child_weight': 5, 'reg_alpha': 0.004389146603600125, 'reg_lambda': 5.545247633618052, 'gamma': 0.6994012697452269}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:44:27,653] Trial 21 finished with value: 30769.622608514495 and parameters: {'learning_rate': 0.1922987414388692, 'n_estimators': 984, 'max_depth': 5, 'subsample': 0.9994554008628274, 'colsample_bytree': 0.569376695594139, 'min_child_weight': 5, 'reg_alpha': 0.024309495685222157, 'reg_lambda': 5.394338759191803, 'gamma': 0.6897070499081486}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:46:25,411] Trial 22 finished with value: 28588.43765910651 and parameters: {'learning_rate': 0.16598950807948007, 'n_estimators': 939, 'max_depth': 9, 'subsample': 0.9314543629293034, 'colsample_bytree': 0.5089865518035819, 'min_child_weight': 6, 'reg_alpha': 0.15085401433491086, 'reg_lambda': 6.575219889517902, 'gamma': 0.7288551388880848}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:48:24,963] Trial 23 finished with value: 28577.30470446322 and parameters: {'learning_rate': 0.1746237686369626, 'n_estimators': 944, 'max_depth': 9, 'subsample': 0.9360726146672971, 'colsample_bytree': 0.557994915540723, 'min_child_weight': 6, 'reg_alpha': 0.12484300207122123, 'reg_lambda': 4.7782543505867405, 'gamma': 0.7267823181992283}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:49:35,811] Trial 24 finished with value: 30919.79526388486 and parameters: {'learning_rate': 0.18310995061824326, 'n_estimators': 951, 'max_depth': 5, 'subsample': 0.9360390814018449, 'colsample_bytree': 0.5632613207534012, 'min_child_weight': 6, 'reg_alpha': 0.09715654746824749, 'reg_lambda': 4.820467775657873, 'gamma': 0.6320903184263942}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:50:39,627] Trial 25 finished with value: 28793.475170806505 and parameters: {'learning_rate': 0.19839632929860163, 'n_estimators': 504, 'max_depth': 9, 'subsample': 0.9367306142088446, 'colsample_bytree': 0.555381610316607, 'min_child_weight': 7, 'reg_alpha': 0.23114507818716915, 'reg_lambda': 3.5378628860722, 'gamma': 0.52727863715458}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:54:00,813] Trial 26 finished with value: 29791.62984944563 and parameters: {'learning_rate': 0.1796142763648441, 'n_estimators': 945, 'max_depth': 13, 'subsample': 0.9019659317930345, 'colsample_bytree': 0.6289615819799129, 'min_child_weight': 5, 'reg_alpha': 0.05118402487289353, 'reg_lambda': 4.96803716858015, 'gamma': 0.7410533043295339}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:56:24,892] Trial 27 finished with value: 28448.591150900967 and parameters: {'learning_rate': 0.16115737461189214, 'n_estimators': 999, 'max_depth': 10, 'subsample': 0.9719940817961265, 'colsample_bytree': 0.5008211120085706, 'min_child_weight': 4, 'reg_alpha': 0.19893530918220811, 'reg_lambda': 5.734000352094359, 'gamma': 0.48560209403729837}. Best is trial 27 with value: 28448.591150900967.
[I 2025-01-06 17:57:38,493] Trial 28 finished with value: 30992.660662836894 and parameters: {'learning_rate': 0.1627538860955568, 'n_estimators': 989, 'max_depth': 5, 'subsample': 0.9684360561908115, 'colsample_bytree': 0.5023497559461452, 'min_child_weight': 4, 'reg_alpha': 0.21910169437466415, 'reg_lambda': 6.308253410276757, 'gamma': 0.4433377029614267}. Best is trial 27 with value: 28448.591150900967.
[I 2025-01-06 17:59:10,492] Trial 29 finished with value: 28940.236116428332 and parameters: {'learning_rate': 0.15959659965561906, 'n_estimators': 870, 'max_depth': 8, 'subsample': 0.8258375780099555, 'colsample_bytree': 0.5259144893506323, 'min_child_weight': 2, 'reg_alpha': 0.4010052793348915, 'reg_lambda': 5.813357807406107, 'gamma': 0.5535098038485501}. Best is trial 27 with value: 28448.591150900967.
[I 2025-01-06 18:01:31,552] Trial 30 finished with value: 28655.530744814216 and parameters: {'learning_rate': 0.18554261280358497, 'n_estimators': 961, 'max_depth': 10, 'subsample': 0.9049158204252905, 'colsample_bytree': 0.5871204998200279, 'min_child_weight': 4, 'reg_alpha': 0.08947280629740681, 'reg_lambda': 7.55324184155346, 'gamma': 0.8356665223129771}. Best is trial 27 with value: 28448.591150900967.
[I 2025-01-06 18:03:44,524] Trial 31 finished with value: 28411.84908961827 and parameters: {'learning_rate': 0.12030559515459381, 'n_estimators': 916, 'max_depth': 10, 'subsample': 0.9657572754134677, 'colsample_bytree': 0.55058681816244, 'min_child_weight': 5, 'reg_alpha': 0.15969109634577883, 'reg_lambda': 5.613063949279574, 'gamma': 0.6381491501189352}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:06:46,536] Trial 32 finished with value: 28654.045592764007 and parameters: {'learning_rate': 0.12924107017115732, 'n_estimators': 966, 'max_depth': 12, 'subsample': 0.9704459587256661, 'colsample_bytree': 0.5374271028894377, 'min_child_weight': 5, 'reg_alpha': 0.1777306939219636, 'reg_lambda': 4.4424833054415735, 'gamma': 0.6275327234621111}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:08:18,160] Trial 33 finished with value: 28975.39333672308 and parameters: {'learning_rate': 0.1707129966815221, 'n_estimators': 997, 'max_depth': 7, 'subsample': 0.970604229878054, 'colsample_bytree': 0.61298729536979, 'min_child_weight': 4, 'reg_alpha': 0.08258055444290889, 'reg_lambda': 5.82356231333031, 'gamma': 0.7849329050710168}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:10:31,089] Trial 34 finished with value: 28519.248928802062 and parameters: {'learning_rate': 0.1390803230072028, 'n_estimators': 911, 'max_depth': 10, 'subsample': 0.9021802811654686, 'colsample_bytree': 0.500886443836332, 'min_child_weight': 2, 'reg_alpha': 0.25250085253605004, 'reg_lambda': 3.3298191454120265, 'gamma': 0.5033060414058708}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:12:38,635] Trial 35 finished with value: 28530.77818250061 and parameters: {'learning_rate': 0.1428259528889673, 'n_estimators': 856, 'max_depth': 10, 'subsample': 0.9024695334147623, 'colsample_bytree': 0.5006484147863092, 'min_child_weight': 2, 'reg_alpha': 0.2697872929752616, 'reg_lambda': 3.032430289780459, 'gamma': 0.505751257425535}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:15:42,227] Trial 36 finished with value: 29309.436748400618 and parameters: {'learning_rate': 0.1430841568784229, 'n_estimators': 853, 'max_depth': 13, 'subsample': 0.898353513919512, 'colsample_bytree': 0.5127755925260591, 'min_child_weight': 2, 'reg_alpha': 0.26939888493534275, 'reg_lambda': 3.299401792937975, 'gamma': 0.4817115600875158}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:17:53,856] Trial 37 finished with value: 28624.58329733506 and parameters: {'learning_rate': 0.13019025864178857, 'n_estimators': 898, 'max_depth': 10, 'subsample': 0.8057919884273672, 'colsample_bytree': 0.500684331160075, 'min_child_weight': 2, 'reg_alpha': 0.5066692177525897, 'reg_lambda': 1.541255699985269, 'gamma': 0.4044395851206425}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:19:38,457] Trial 38 finished with value: 28982.674068847162 and parameters: {'learning_rate': 0.11468292985448117, 'n_estimators': 916, 'max_depth': 8, 'subsample': 0.8414018733307624, 'colsample_bytree': 0.5357520523760301, 'min_child_weight': 2, 'reg_alpha': 0.3661861150755048, 'reg_lambda': 3.133469624891203, 'gamma': 0.5082705438625797}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:24:16,688] Trial 39 finished with value: 31283.00027174105 and parameters: {'learning_rate': 0.15026958311031288, 'n_estimators': 787, 'max_depth': 16, 'subsample': 0.770660160978311, 'colsample_bytree': 0.5945772742861198, 'min_child_weight': 1, 'reg_alpha': 0.4511929650699956, 'reg_lambda': 3.966118267142072, 'gamma': 0.3815750732410891}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:25:27,722] Trial 40 finished with value: 30022.38736717016 and parameters: {'learning_rate': 0.13675237863081177, 'n_estimators': 874, 'max_depth': 6, 'subsample': 0.9089084023846318, 'colsample_bytree': 0.6639990307127293, 'min_child_weight': 3, 'reg_alpha': 0.27102376812352674, 'reg_lambda': 2.647189572084876, 'gamma': 0.5987599902385686}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:28:00,629] Trial 41 finished with value: 28478.797578058806 and parameters: {'learning_rate': 0.12499987156891007, 'n_estimators': 895, 'max_depth': 10, 'subsample': 0.9698069809364257, 'colsample_bytree': 0.5384654625579753, 'min_child_weight': 2, 'reg_alpha': 0.2493904911020348, 'reg_lambda': 0.16444313497274576, 'gamma': 0.5390658690630789}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:30:03,379] Trial 42 finished with value: 28480.295427273355 and parameters: {'learning_rate': 0.12612519904004318, 'n_estimators': 846, 'max_depth': 10, 'subsample': 0.9896952012753445, 'colsample_bytree': 0.5339251954727635, 'min_child_weight': 1, 'reg_alpha': 0.3565298924503928, 'reg_lambda': 0.041859034652495894, 'gamma': 0.5256254731284828}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:33:06,495] Trial 43 finished with value: 29138.94910693028 and parameters: {'learning_rate': 0.12334297290377301, 'n_estimators': 904, 'max_depth': 12, 'subsample': 0.9981020051673812, 'colsample_bytree': 0.5430541853095412, 'min_child_weight': 1, 'reg_alpha': 0.33504234671194766, 'reg_lambda': 0.22748016594639248, 'gamma': 0.5427099046095624}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:35:27,123] Trial 44 finished with value: 28635.930932327057 and parameters: {'learning_rate': 0.11252872672449787, 'n_estimators': 845, 'max_depth': 11, 'subsample': 0.9790402612314681, 'colsample_bytree': 0.5284073227763837, 'min_child_weight': 1, 'reg_alpha': 0.4296338612391025, 'reg_lambda': 0.17563331512457858, 'gamma': 0.44124302618400985}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:36:59,550] Trial 45 finished with value: 28663.197714867896 and parameters: {'learning_rate': 0.1575381283781734, 'n_estimators': 825, 'max_depth': 8, 'subsample': 0.9545091693361076, 'colsample_bytree': 0.5845519547237511, 'min_child_weight': 3, 'reg_alpha': 0.21131210105668755, 'reg_lambda': 1.1795664547496705, 'gamma': 0.6262623617891969}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:39:03,646] Trial 46 finished with value: 28555.68544018127 and parameters: {'learning_rate': 0.09413162784188488, 'n_estimators': 796, 'max_depth': 11, 'subsample': 0.9203434877598136, 'colsample_bytree': 0.9972935350034398, 'min_child_weight': 2, 'reg_alpha': 0.5661825513823283, 'reg_lambda': 8.458068048054981, 'gamma': 0.34002373603237435}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:42:46,493] Trial 47 finished with value: 30932.49315726655 and parameters: {'learning_rate': 0.13524490087804308, 'n_estimators': 889, 'max_depth': 14, 'subsample': 0.8782462392944199, 'colsample_bytree': 0.6462313769979311, 'min_child_weight': 1, 'reg_alpha': 0.3306523177462046, 'reg_lambda': 0.803979593835859, 'gamma': 0.5659327983678267}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:44:54,993] Trial 48 finished with value: 28383.580909438246 and parameters: {'learning_rate': 0.12143407892655532, 'n_estimators': 913, 'max_depth': 10, 'subsample': 0.9795752868856445, 'colsample_bytree': 0.5232491337019529, 'min_child_weight': 3, 'reg_alpha': 0.1940517102647894, 'reg_lambda': 1.684897120053822, 'gamma': 0.2309158714527333}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 18:54:29,409] Trial 49 finished with value: 33560.13105671637 and parameters: {'learning_rate': 0.10781237102418363, 'n_estimators': 968, 'max_depth': 20, 'subsample': 0.9816629696283596, 'colsample_bytree': 0.6081882362664084, 'min_child_weight': 3, 'reg_alpha': 0.15967861938510547, 'reg_lambda': 0.5050269544694956, 'gamma': 0.2081158356672957}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 18:57:04,749] Trial 50 finished with value: 28809.39806855776 and parameters: {'learning_rate': 0.09348981251803773, 'n_estimators': 928, 'max_depth': 12, 'subsample': 0.9916016282922693, 'colsample_bytree': 0.7826031815042536, 'min_child_weight': 4, 'reg_alpha': 0.19711055025682997, 'reg_lambda': 0.0334449425929631, 'gamma': 0.07759020990646959}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 18:59:16,282] Trial 51 finished with value: 28414.052407554496 and parameters: {'learning_rate': 0.12201528462887098, 'n_estimators': 913, 'max_depth': 10, 'subsample': 0.955920363163401, 'colsample_bytree': 0.5405713242454351, 'min_child_weight': 3, 'reg_alpha': 0.26593648532514963, 'reg_lambda': 1.837876159744845, 'gamma': 0.4577340423330674}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:01:43,248] Trial 52 finished with value: 28542.427555804326 and parameters: {'learning_rate': 0.11895879190223152, 'n_estimators': 878, 'max_depth': 11, 'subsample': 0.9520276766929942, 'colsample_bytree': 0.5429166653280526, 'min_child_weight': 3, 'reg_alpha': 0.29620481730632947, 'reg_lambda': 1.7618325660638745, 'gamma': 0.23116026902158338}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:03:14,922] Trial 53 finished with value: 28461.313698800626 and parameters: {'learning_rate': 0.12689242394622074, 'n_estimators': 925, 'max_depth': 8, 'subsample': 0.9550147877071099, 'colsample_bytree': 0.9496289482714002, 'min_child_weight': 4, 'reg_alpha': 0.3628974550715355, 'reg_lambda': 0.899457759180809, 'gamma': 0.44345680148857003}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:04:33,743] Trial 54 finished with value: 28911.49461981235 and parameters: {'learning_rate': 0.10949072519105742, 'n_estimators': 921, 'max_depth': 7, 'subsample': 0.9532441305810585, 'colsample_bytree': 0.8916681573853411, 'min_child_weight': 4, 'reg_alpha': 0.24205143413929275, 'reg_lambda': 1.2296033425742747, 'gamma': 0.30102829696844174}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:05:49,260] Trial 55 finished with value: 29483.42708182887 and parameters: {'learning_rate': 0.13268909215981708, 'n_estimators': 965, 'max_depth': 6, 'subsample': 0.8820825203645382, 'colsample_bytree': 0.9692423436210204, 'min_child_weight': 4, 'reg_alpha': 0.17882936901468882, 'reg_lambda': 1.1891100594941166, 'gamma': 0.43625640929902926}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:07:18,576] Trial 56 finished with value: 28550.31903085831 and parameters: {'learning_rate': 0.10088065510842392, 'n_estimators': 893, 'max_depth': 8, 'subsample': 0.9298211638693091, 'colsample_bytree': 0.938375262891008, 'min_child_weight': 3, 'reg_alpha': 0.3045346559666432, 'reg_lambda': 0.5449238238280625, 'gamma': 0.4643382714210552}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:08:42,060] Trial 57 finished with value: 29170.98383051986 and parameters: {'learning_rate': 0.0879570960831772, 'n_estimators': 939, 'max_depth': 7, 'subsample': 0.9618444442071774, 'colsample_bytree': 0.8172391263129766, 'min_child_weight': 4, 'reg_alpha': 0.11389247329647353, 'reg_lambda': 1.996653120200912, 'gamma': 0.3591676719202114}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:10:11,552] Trial 58 finished with value: 29111.413217983947 and parameters: {'learning_rate': 0.07346553771752248, 'n_estimators': 720, 'max_depth': 9, 'subsample': 0.5755285972019788, 'colsample_bytree': 0.7297903704158735, 'min_child_weight': 5, 'reg_alpha': 0.40178652183599495, 'reg_lambda': 6.819024763216255, 'gamma': 0.386803533482845}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:12:46,319] Trial 59 finished with value: 29328.336900173894 and parameters: {'learning_rate': 0.14573242169032602, 'n_estimators': 977, 'max_depth': 11, 'subsample': 0.8568016666498756, 'colsample_bytree': 0.830194411050082, 'min_child_weight': 3, 'reg_alpha': 0.058975003803308224, 'reg_lambda': 2.73718762398968, 'gamma': 0.092594028221576}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:17:53,115] Trial 60 finished with value: 28560.654424599787 and parameters: {'learning_rate': 0.11931408547992721, 'n_estimators': 862, 'max_depth': 8, 'subsample': 0.9164969713365962, 'colsample_bytree': 0.8512775672472884, 'min_child_weight': 5, 'reg_alpha': 0.19552917149986554, 'reg_lambda': 2.0632358334603307, 'gamma': 0.272103226121684}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:19:47,174] Trial 61 finished with value: 28436.40607266541 and parameters: {'learning_rate': 0.12311950437561037, 'n_estimators': 815, 'max_depth': 10, 'subsample': 0.982709678568641, 'colsample_bytree': 0.5202248645176262, 'min_child_weight': 2, 'reg_alpha': 0.37381807328733796, 'reg_lambda': 0.8667439842585796, 'gamma': 0.5909904753327607}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:21:27,535] Trial 62 finished with value: 28591.835381129276 and parameters: {'learning_rate': 0.12551984375107303, 'n_estimators': 813, 'max_depth': 9, 'subsample': 0.9433624424245655, 'colsample_bytree': 0.5762006722643804, 'min_child_weight': 3, 'reg_alpha': 0.4725030222187513, 'reg_lambda': 0.9373035448427989, 'gamma': 0.6629408853601768}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:23:36,609] Trial 63 finished with value: 28380.878815619857 and parameters: {'learning_rate': 0.11632416507582524, 'n_estimators': 932, 'max_depth': 10, 'subsample': 0.9795722286686659, 'colsample_bytree': 0.5199298029126093, 'min_child_weight': 2, 'reg_alpha': 0.34975849329924324, 'reg_lambda': 1.5300705514398096, 'gamma': 0.594080443905436}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:25:48,316] Trial 64 finished with value: 28382.7263528679 and parameters: {'learning_rate': 0.1047600540288658, 'n_estimators': 928, 'max_depth': 10, 'subsample': 0.9773047568264461, 'colsample_bytree': 0.5172695771213466, 'min_child_weight': 4, 'reg_alpha': 0.5179649656479274, 'reg_lambda': 1.488790564874924, 'gamma': 0.6088030711419421}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:28:43,715] Trial 65 finished with value: 29063.54510079053 and parameters: {'learning_rate': 0.10540627263479764, 'n_estimators': 955, 'max_depth': 12, 'subsample': 0.5026606780418454, 'colsample_bytree': 0.5233056722916928, 'min_child_weight': 4, 'reg_alpha': 0.5235659588926246, 'reg_lambda': 1.4955240668917547, 'gamma': 0.6020168331404187}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:31:02,421] Trial 66 finished with value: 28395.321981235 and parameters: {'learning_rate': 0.11534181573158711, 'n_estimators': 935, 'max_depth': 11, 'subsample': 0.980827042613384, 'colsample_bytree': 0.5539353927990524, 'min_child_weight': 10, 'reg_alpha': 0.4306119225082877, 'reg_lambda': 6.166432648100085, 'gamma': 0.6595206975068794}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:36:04,380] Trial 67 finished with value: 30219.131841471113 and parameters: {'learning_rate': 0.11243043657231303, 'n_estimators': 932, 'max_depth': 19, 'subsample': 0.7225656753722024, 'colsample_bytree': 0.5532581030625511, 'min_child_weight': 9, 'reg_alpha': 0.6253910930314713, 'reg_lambda': 6.09436567870578, 'gamma': 0.6439249509128111}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:39:07,351] Trial 68 finished with value: 28663.181163698075 and parameters: {'learning_rate': 0.0990079625281513, 'n_estimators': 910, 'max_depth': 13, 'subsample': 0.9858266866350198, 'colsample_bytree': 0.5175807426487019, 'min_child_weight': 10, 'reg_alpha': 0.4369858712781734, 'reg_lambda': 2.4558747979900843, 'gamma': 0.7549478161339666}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:41:25,007] Trial 69 finished with value: 28476.839531769052 and parameters: {'learning_rate': 0.1173842635156749, 'n_estimators': 885, 'max_depth': 11, 'subsample': 0.9272173594634812, 'colsample_bytree': 0.5720271863016978, 'min_child_weight': 9, 'reg_alpha': 0.7182896348725167, 'reg_lambda': 5.183967402038695, 'gamma': 0.7106309253982289}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:44:00,367] Trial 70 finished with value: 29159.193546696304 and parameters: {'learning_rate': 0.11072514533027558, 'n_estimators': 633, 'max_depth': 14, 'subsample': 0.9982134232422698, 'colsample_bytree': 0.5921482236206691, 'min_child_weight': 3, 'reg_alpha': 0.46104957049447703, 'reg_lambda': 1.9285921139938342, 'gamma': 0.660799971637581}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:46:13,646] Trial 71 finished with value: 28372.469460457673 and parameters: {'learning_rate': 0.12040362823749595, 'n_estimators': 978, 'max_depth': 10, 'subsample': 0.9719490955047035, 'colsample_bytree': 0.550568778436104, 'min_child_weight': 2, 'reg_alpha': 0.3925634761703144, 'reg_lambda': 4.39773618651876, 'gamma': 0.5942656411394749}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:48:13,799] Trial 72 finished with value: 28449.351463375417 and parameters: {'learning_rate': 0.12117402758794543, 'n_estimators': 979, 'max_depth': 9, 'subsample': 0.9831407049173626, 'colsample_bytree': 0.5534267287878092, 'min_child_weight': 2, 'reg_alpha': 0.4026963372861425, 'reg_lambda': 1.294604862896956, 'gamma': 0.61049622422953}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:50:46,770] Trial 73 finished with value: 28440.808830917544 and parameters: {'learning_rate': 0.10422268940479004, 'n_estimators': 948, 'max_depth': 11, 'subsample': 0.9407703603593905, 'colsample_bytree': 0.5177598197120933, 'min_child_weight': 2, 'reg_alpha': 0.5636916146565293, 'reg_lambda': 4.206302195666284, 'gamma': 0.5757398524935076}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:52:52,714] Trial 74 finished with value: 28426.195515201707 and parameters: {'learning_rate': 0.11514776814295076, 'n_estimators': 914, 'max_depth': 10, 'subsample': 0.9647177396349743, 'colsample_bytree': 0.5201476957250305, 'min_child_weight': 7, 'reg_alpha': 0.5273683676433469, 'reg_lambda': 2.2437286769631557, 'gamma': 0.8083924070313009}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:54:48,871] Trial 75 finished with value: 28557.48014325438 and parameters: {'learning_rate': 0.1150149787947582, 'n_estimators': 941, 'max_depth': 9, 'subsample': 0.9651633967454845, 'colsample_bytree': 0.5531622798009774, 'min_child_weight': 7, 'reg_alpha': 0.5030740166741247, 'reg_lambda': 1.6726292717681492, 'gamma': 0.9276780414527741}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:57:23,217] Trial 76 finished with value: 28754.87052842737 and parameters: {'learning_rate': 0.13064582295942828, 'n_estimators': 915, 'max_depth': 12, 'subsample': 0.9444991225637437, 'colsample_bytree': 0.6229532172886543, 'min_child_weight': 8, 'reg_alpha': 0.6746640071427458, 'reg_lambda': 2.836305769841493, 'gamma': 0.8244507445642597}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:59:31,059] Trial 77 finished with value: 28512.24142217877 and parameters: {'learning_rate': 0.10872133273242868, 'n_estimators': 951, 'max_depth': 10, 'subsample': 0.9196060643932575, 'colsample_bytree': 0.5805690022197288, 'min_child_weight': 10, 'reg_alpha': 0.590718922548112, 'reg_lambda': 2.401057133125968, 'gamma': 0.8870727155818968}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:02:03,495] Trial 78 finished with value: 28464.491016088665 and parameters: {'learning_rate': 0.09902709275761482, 'n_estimators': 974, 'max_depth': 11, 'subsample': 0.8912855185979173, 'colsample_bytree': 0.602801835730894, 'min_child_weight': 6, 'reg_alpha': 0.4780739557714116, 'reg_lambda': 3.73438851528126, 'gamma': 0.020259640356833086}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:04:11,979] Trial 79 finished with value: 28445.23284857465 and parameters: {'learning_rate': 0.11704182179919081, 'n_estimators': 909, 'max_depth': 10, 'subsample': 0.9756420741473089, 'colsample_bytree': 0.5471945081125424, 'min_child_weight': 9, 'reg_alpha': 0.5438262264257008, 'reg_lambda': 6.38290947992322, 'gamma': 0.7972694484245816}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:09:23,467] Trial 80 finished with value: 28557.289025001417 and parameters: {'learning_rate': 0.134428103418907, 'n_estimators': 867, 'max_depth': 12, 'subsample': 0.9634009139665513, 'colsample_bytree': 0.5659005009237171, 'min_child_weight': 5, 'reg_alpha': 0.43393742683155556, 'reg_lambda': 7.529612973775036, 'gamma': 0.6934519384954172}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:12:08,252] Trial 81 finished with value: 28408.26462895563 and parameters: {'learning_rate': 0.12305469993848359, 'n_estimators': 930, 'max_depth': 10, 'subsample': 0.9799908137624876, 'colsample_bytree': 0.5200223139144879, 'min_child_weight': 8, 'reg_alpha': 0.2865922637107654, 'reg_lambda': 1.4859880357689426, 'gamma': 0.5720849853394359}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:14:25,164] Trial 82 finished with value: 28555.489207161823 and parameters: {'learning_rate': 0.12118823295195572, 'n_estimators': 930, 'max_depth': 9, 'subsample': 0.9996198631683288, 'colsample_bytree': 0.5137715639471041, 'min_child_weight': 8, 'reg_alpha': 0.334495857744739, 'reg_lambda': 2.2212027997899133, 'gamma': 0.7544727894714675}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:16:58,769] Trial 83 finished with value: 28406.508842765612 and parameters: {'learning_rate': 0.11422418030538131, 'n_estimators': 900, 'max_depth': 10, 'subsample': 0.975786360656465, 'colsample_bytree': 0.5297689427555018, 'min_child_weight': 7, 'reg_alpha': 0.29025665427347136, 'reg_lambda': 1.4608706169723418, 'gamma': 0.5594057019545755}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:20:00,800] Trial 84 finished with value: 28555.27025406437 and parameters: {'learning_rate': 0.13041133392724094, 'n_estimators': 959, 'max_depth': 11, 'subsample': 0.9458251372770525, 'colsample_bytree': 0.5291511331332803, 'min_child_weight': 10, 'reg_alpha': 0.28040884429508395, 'reg_lambda': 1.4649371772180213, 'gamma': 0.6410491494202131}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:22:32,718] Trial 85 finished with value: 28422.559861783142 and parameters: {'learning_rate': 0.11182419462244769, 'n_estimators': 985, 'max_depth': 10, 'subsample': 0.9810105776554313, 'colsample_bytree': 0.5608483363723292, 'min_child_weight': 9, 'reg_alpha': 0.31330368725073565, 'reg_lambda': 5.509570833263468, 'gamma': 0.5577021600618843}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:24:40,458] Trial 86 finished with value: 28694.960073053673 and parameters: {'learning_rate': 0.10322788580165565, 'n_estimators': 899, 'max_depth': 9, 'subsample': 0.9291891431333847, 'colsample_bytree': 0.5440413621280715, 'min_child_weight': 7, 'reg_alpha': 0.9099061124908189, 'reg_lambda': 4.530819751201982, 'gamma': 0.6132621350023507}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:27:59,753] Trial 87 finished with value: 28494.29778688276 and parameters: {'learning_rate': 0.13886408028209646, 'n_estimators': 934, 'max_depth': 11, 'subsample': 0.9896764217245634, 'colsample_bytree': 0.5364492200559098, 'min_child_weight': 6, 'reg_alpha': 0.2308508047614351, 'reg_lambda': 1.8062705335086937, 'gamma': 0.5692509863660709}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:31:58,972] Trial 88 finished with value: 28851.018002311062 and parameters: {'learning_rate': 0.12218927925636079, 'n_estimators': 875, 'max_depth': 13, 'subsample': 0.6549155370698317, 'colsample_bytree': 0.5122265127329265, 'min_child_weight': 8, 'reg_alpha': 0.34743014751847534, 'reg_lambda': 9.79659386450504, 'gamma': 0.5197992047314807}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:35:10,031] Trial 89 finished with value: 28432.47850574561 and parameters: {'learning_rate': 0.08867482342044085, 'n_estimators': 882, 'max_depth': 10, 'subsample': 0.9547969440495127, 'colsample_bytree': 0.577035766918529, 'min_child_weight': 5, 'reg_alpha': 0.2838445001556833, 'reg_lambda': 0.4530853501947498, 'gamma': 0.15994307916684716}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:37:57,470] Trial 90 finished with value: 28506.960612803912 and parameters: {'learning_rate': 0.12610935024828848, 'n_estimators': 956, 'max_depth': 9, 'subsample': 0.9784032107125272, 'colsample_bytree': 0.5303301627618296, 'min_child_weight': 3, 'reg_alpha': 0.392199467672536, 'reg_lambda': 6.620587096234079, 'gamma': 0.6774973673839004}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:41:14,508] Trial 91 finished with value: 28448.504248152203 and parameters: {'learning_rate': 0.11218321857142859, 'n_estimators': 987, 'max_depth': 10, 'subsample': 0.9757781962458665, 'colsample_bytree': 0.5561635152206728, 'min_child_weight': 9, 'reg_alpha': 0.3010896470658526, 'reg_lambda': 5.694354686925314, 'gamma': 0.5506538814134642}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:44:31,606] Trial 92 finished with value: 28419.43373678864 and parameters: {'learning_rate': 0.10832249471378443, 'n_estimators': 985, 'max_depth': 10, 'subsample': 0.9882766363099681, 'colsample_bytree': 0.5653873034693275, 'min_child_weight': 9, 'reg_alpha': 0.16024292129352524, 'reg_lambda': 5.052733283500359, 'gamma': 0.5877465383698128}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:47:17,013] Trial 93 finished with value: 28645.572558171854 and parameters: {'learning_rate': 0.1065647308486975, 'n_estimators': 922, 'max_depth': 9, 'subsample': 0.9996400030470927, 'colsample_bytree': 0.5657932651258415, 'min_child_weight': 8, 'reg_alpha': 0.16870575715894842, 'reg_lambda': 5.1283306451881, 'gamma': 0.6431217471340216}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:51:15,320] Trial 94 finished with value: 28533.224161084196 and parameters: {'learning_rate': 0.11791726029344758, 'n_estimators': 966, 'max_depth': 12, 'subsample': 0.9593019027475401, 'colsample_bytree': 0.545871021135986, 'min_child_weight': 10, 'reg_alpha': 0.12801786562875267, 'reg_lambda': 6.058714856667825, 'gamma': 0.5850921819827303}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:58:01,611] Trial 95 finished with value: 28482.861249056878 and parameters: {'learning_rate': 0.12782856502778583, 'n_estimators': 904, 'max_depth': 11, 'subsample': 0.9373230730249582, 'colsample_bytree': 0.5088115627171493, 'min_child_weight': 9, 'reg_alpha': 0.2545333182838617, 'reg_lambda': 4.809131650826797, 'gamma': 0.7155334520693267}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 21:00:04,097] Trial 96 finished with value: 28889.12157720349 and parameters: {'learning_rate': 0.09589299742495638, 'n_estimators': 944, 'max_depth': 8, 'subsample': 0.9709930378506163, 'colsample_bytree': 0.5964217945796817, 'min_child_weight': 10, 'reg_alpha': 0.14135062352076488, 'reg_lambda': 1.0427061269358808, 'gamma': 0.4915899062363851}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 21:03:23,445] Trial 97 finished with value: 28425.14560900853 and parameters: {'learning_rate': 0.1139931303557517, 'n_estimators': 992, 'max_depth': 10, 'subsample': 0.9897033443542479, 'colsample_bytree': 0.5295788844588905, 'min_child_weight': 9, 'reg_alpha': 0.21911260625510298, 'reg_lambda': 5.3344439461320725, 'gamma': 0.5303474313386092}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 21:07:14,617] Trial 98 finished with value: 28552.480789491812 and parameters: {'learning_rate': 0.1087969042255199, 'n_estimators': 975, 'max_depth': 11, 'subsample': 0.9518218068735781, 'colsample_bytree': 0.5090641811509263, 'min_child_weight': 2, 'reg_alpha': 0.10693106929090201, 'reg_lambda': 1.429826186491923, 'gamma': 0.6185298585486432}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 21:10:26,046] Trial 99 finished with value: 28464.419154264375 and parameters: {'learning_rate': 0.12032319785215378, 'n_estimators': 1000, 'max_depth': 10, 'subsample': 0.9196307999585306, 'colsample_bytree': 0.6184626259779186, 'min_child_weight': 8, 'reg_alpha': 0.4198802726904609, 'reg_lambda': 5.96967445924074, 'gamma': 0.6560562207130698}. Best is trial 71 with value: 28372.469460457673.
Best Trial: {'learning_rate': 0.12040362823749595, 'n_estimators': 978, 'max_depth': 10, 'subsample': 0.9719490955047035, 'colsample_bytree': 0.550568778436104, 'min_child_weight': 2, 'reg_alpha': 0.3925634761703144, 'reg_lambda': 4.39773618651876, 'gamma': 0.5942656411394749}
Best RMSE: 28372.469460457673
In [25]:
optuna.visualization.plot_param_importances(study).show()
optuna.visualization.plot_optimization_history(study).show()
In [29]:
best_params = study.best_trial.params
final_model = XGBRegressor(**best_params, random_state=42)
In [30]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.model_selection import learning_curve, KFold, cross_val_score
from sklearn.metrics import (
    mean_squared_error, mean_absolute_error, r2_score,
    explained_variance_score, mean_absolute_percentage_error
)
from xgboost import plot_importance

# Plot Learning Curve
def plot_learning_curve(estimator, X, y, cv, scoring, train_sizes=np.linspace(0.1, 1.0, 10)):
    train_sizes, train_scores, valid_scores = learning_curve(
        estimator, X, y, cv=cv, scoring=scoring, train_sizes=train_sizes, n_jobs=-1
    )
    train_mean = np.mean(train_scores, axis=1)
    valid_mean = np.mean(valid_scores, axis=1)

    plt.figure(figsize=(10, 6))
    plt.plot(train_sizes, train_mean, label="Training score", color="blue")
    plt.plot(train_sizes, valid_mean, label="Validation score", color="orange")
    plt.title("Learning Curve")
    plt.xlabel("Training Set Size")
    plt.ylabel(scoring)
    plt.legend(loc="best")
    plt.grid()
    plt.show()

# Residual Plot
def plot_residuals(y_true, y_pred):
    residuals = y_true - y_pred
    plt.figure(figsize=(10, 6))
    sns.scatterplot(x=y_pred, y=residuals, alpha=0.6)
    plt.axhline(0, color='red', linestyle='--')
    plt.title("Residual Plot")
    plt.xlabel("Predicted Values")
    plt.ylabel("Residuals")
    plt.grid()
    plt.show()

# Prediction vs. Actual Plot
def plot_predictions(y_true, y_pred):
    plt.figure(figsize=(10, 6))
    sns.scatterplot(x=y_true, y=y_pred, alpha=0.6)
    plt.plot([y_true.min(), y_true.max()], [y_true.min(), y_true.max()], color='red', linestyle='--')
    plt.title("Prediction vs. Actual")
    plt.xlabel("Actual Values")
    plt.ylabel("Predicted Values")
    plt.grid()
    plt.show()

# Error Distribution Plot
def plot_error_distribution(y_true, y_pred):
    errors = y_true - y_pred
    plt.figure(figsize=(10, 6))
    sns.histplot(errors, bins=30, kde=True)
    plt.title("Error Distribution")
    plt.xlabel("Prediction Error")
    plt.ylabel("Frequency")
    plt.grid()
    plt.show()

# Perform K-Fold Cross-Validation
kf = KFold(n_splits=5, shuffle=True, random_state=42)
scores = cross_val_score(final_model, X_train, y_train, cv=kf, scoring='r2', n_jobs=-1)
print(f"Cross-Validation R^2 Scores: {scores}")
print(f"Mean R^2: {np.mean(scores):.4f}, Std: {np.std(scores):.4f}")

# Fit model on full training data and evaluate on test set
final_model.fit(X_train, y_train)
y_pred = final_model.predict(X_test)

# Test Metrics
print(f"Test MSE: {mean_squared_error(y_test, y_pred):.4f}")
print(f"Test MAE: {mean_absolute_error(y_test, y_pred):.4f}")
print(f"Test R^2: {r2_score(y_test, y_pred):.4f}")
print(f"Explained Variance: {explained_variance_score(y_test, y_pred):.4f}")
print(f"Mean Absolute Percentage Error (MAPE): {mean_absolute_percentage_error(y_test, y_pred):.4f}")

# Plot Feature Importance
plot_importance(final_model, importance_type='weight', max_num_features=10, title="Feature Importance")
plt.show()

# Plot Graphs
plot_learning_curve(final_model, X_train, y_train, cv=kf, scoring='r2')
plot_residuals(y_test, y_pred)
plot_predictions(y_test, y_pred)
plot_error_distribution(y_test, y_pred)
Cross-Validation R^2 Scores: [0.97088992 0.97065881 0.97108072 0.97086779 0.97055792]
Mean R^2: 0.9708, Std: 0.0002
Test MSE: 803847873.0223
Test MAE: 18234.1906
Test R^2: 0.9708
Explained Variance: 0.9708
Mean Absolute Percentage Error (MAPE): 0.0648
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c:\Users\firas\anaconda3\Lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

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In [31]:
def refined_objective(trial):
    # Use best_params as the center of the refined search space
    best_params = study.best_trial.params
    
    param = {
        'learning_rate': trial.suggest_float(
            'learning_rate', 
            max(0.01, best_params['learning_rate'] - 0.02), 
            min(0.2, best_params['learning_rate'] + 0.02)
        ),
        'n_estimators': trial.suggest_int(
            'n_estimators', 
            max(100, best_params['n_estimators'] - 100), 
            best_params['n_estimators'] + 100
        ),
        'max_depth': trial.suggest_int(
            'max_depth', 
            max(3, best_params['max_depth'] - 2), 
            best_params['max_depth'] + 2
        ),
        'subsample': trial.suggest_float(
            'subsample', 
            max(0.5, best_params['subsample'] - 0.05), 
            min(1.0, best_params['subsample'] + 0.05)
        ),
        'colsample_bytree': trial.suggest_float(
            'colsample_bytree', 
            max(0.5, best_params['colsample_bytree'] - 0.05), 
            min(1.0, best_params['colsample_bytree'] + 0.05)
        ),
        'min_child_weight': trial.suggest_int(
            'min_child_weight', 
            max(1, best_params['min_child_weight'] - 2), 
            best_params['min_child_weight'] + 2
        ),
        'reg_alpha': trial.suggest_float(
            'reg_alpha', 
            max(0.0, best_params['reg_alpha'] - 0.02), 
            best_params['reg_alpha'] + 0.02
        ),
        'reg_lambda': trial.suggest_float(
            'reg_lambda', 
            max(0.0, best_params['reg_lambda'] - 0.5), 
            best_params['reg_lambda'] + 0.5
        ),
        'gamma': trial.suggest_float(
            'gamma', 
            max(0.0, best_params['gamma'] - 0.05), 
            best_params['gamma'] + 0.05
        )
    }

    # Initialize and evaluate the model using cross-validation
    model = XGBRegressor(**param, random_state=42)
    scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error', n_jobs=-1)
    rmse = np.sqrt(-scores.mean())
    return rmse

# Create a new study for fine-tuning
refined_study = optuna.create_study(direction='minimize')
refined_study.optimize(refined_objective, n_trials=50)  # More focused fine-tuning with 50 trials

# Print the new best parameters and RMSE
print("Refined Best Trial:", refined_study.best_trial.params)
print("Refined Best RMSE:", refined_study.best_value)
[I 2025-01-06 22:09:33,426] A new study created in memory with name: no-name-cd4f6121-3b45-43b2-a5ff-71e184d4cb0f
[I 2025-01-06 22:11:18,727] Trial 0 finished with value: 28830.205861033748 and parameters: {'learning_rate': 0.11593435474666526, 'n_estimators': 962, 'max_depth': 8, 'subsample': 0.9829322558260262, 'colsample_bytree': 0.552458170048122, 'min_child_weight': 4, 'reg_alpha': 0.3952458116753995, 'reg_lambda': 4.1426956639363235, 'gamma': 0.5483139121261398}. Best is trial 0 with value: 28830.205861033748.
[I 2025-01-06 22:13:34,970] Trial 1 finished with value: 28431.71544342381 and parameters: {'learning_rate': 0.12549996913889588, 'n_estimators': 1077, 'max_depth': 9, 'subsample': 0.9873644036813314, 'colsample_bytree': 0.5012041120461624, 'min_child_weight': 2, 'reg_alpha': 0.3932712201251216, 'reg_lambda': 4.569680666290502, 'gamma': 0.5688264762319128}. Best is trial 1 with value: 28431.71544342381.
[I 2025-01-06 22:15:24,401] Trial 2 finished with value: 28715.01199661545 and parameters: {'learning_rate': 0.1139477164835283, 'n_estimators': 1035, 'max_depth': 8, 'subsample': 0.9381971537718108, 'colsample_bytree': 0.5870256990305573, 'min_child_weight': 4, 'reg_alpha': 0.37298118090515253, 'reg_lambda': 4.849870825870515, 'gamma': 0.5464184955849422}. Best is trial 1 with value: 28431.71544342381.
[I 2025-01-06 22:17:06,511] Trial 3 finished with value: 28824.955951756772 and parameters: {'learning_rate': 0.11091296433564324, 'n_estimators': 998, 'max_depth': 8, 'subsample': 0.9729572993322801, 'colsample_bytree': 0.5728800731442248, 'min_child_weight': 2, 'reg_alpha': 0.3782617872079413, 'reg_lambda': 4.268005297645875, 'gamma': 0.6206458585389623}. Best is trial 1 with value: 28431.71544342381.
[I 2025-01-06 22:19:31,589] Trial 4 finished with value: 28487.859563448485 and parameters: {'learning_rate': 0.12959492888178115, 'n_estimators': 935, 'max_depth': 11, 'subsample': 0.95473959303897, 'colsample_bytree': 0.5396702333610157, 'min_child_weight': 4, 'reg_alpha': 0.3737556226717602, 'reg_lambda': 4.12696859940595, 'gamma': 0.6248672922616689}. Best is trial 1 with value: 28431.71544342381.
[I 2025-01-06 22:21:15,295] Trial 5 finished with value: 28424.269074756314 and parameters: {'learning_rate': 0.127053004155693, 'n_estimators': 892, 'max_depth': 9, 'subsample': 0.9513524881671257, 'colsample_bytree': 0.5920962234998501, 'min_child_weight': 1, 'reg_alpha': 0.3748678904825366, 'reg_lambda': 4.5782453015348334, 'gamma': 0.5494958977840193}. Best is trial 5 with value: 28424.269074756314.
[I 2025-01-06 22:24:13,285] Trial 6 finished with value: 28836.95691144639 and parameters: {'learning_rate': 0.11150342245221348, 'n_estimators': 977, 'max_depth': 12, 'subsample': 0.9243990607576826, 'colsample_bytree': 0.5855848547744078, 'min_child_weight': 1, 'reg_alpha': 0.39379385679046314, 'reg_lambda': 4.3425205187335605, 'gamma': 0.613293535713076}. Best is trial 5 with value: 28424.269074756314.
[I 2025-01-06 22:26:06,037] Trial 7 finished with value: 28537.382905118277 and parameters: {'learning_rate': 0.1397577227026362, 'n_estimators': 956, 'max_depth': 9, 'subsample': 0.9332879546740179, 'colsample_bytree': 0.544562426485195, 'min_child_weight': 1, 'reg_alpha': 0.41216376243793185, 'reg_lambda': 4.317807513195907, 'gamma': 0.6169482431523425}. Best is trial 5 with value: 28424.269074756314.
[I 2025-01-06 22:28:12,129] Trial 8 finished with value: 28370.163372802206 and parameters: {'learning_rate': 0.11023450465947794, 'n_estimators': 942, 'max_depth': 10, 'subsample': 0.9394520605940625, 'colsample_bytree': 0.5878286158357646, 'min_child_weight': 4, 'reg_alpha': 0.3837222387729974, 'reg_lambda': 4.57005676138884, 'gamma': 0.5913928532281416}. Best is trial 8 with value: 28370.163372802206.
[I 2025-01-06 22:30:34,869] Trial 9 finished with value: 28411.01240693584 and parameters: {'learning_rate': 0.10565862642263422, 'n_estimators': 1046, 'max_depth': 10, 'subsample': 0.9492855356585751, 'colsample_bytree': 0.5428594783371354, 'min_child_weight': 4, 'reg_alpha': 0.40921683625092703, 'reg_lambda': 4.340451001466063, 'gamma': 0.6128898803173938}. Best is trial 8 with value: 28370.163372802206.
[I 2025-01-06 22:32:56,545] Trial 10 finished with value: 28388.105724828674 and parameters: {'learning_rate': 0.10251796059328637, 'n_estimators': 887, 'max_depth': 11, 'subsample': 0.9633648918502382, 'colsample_bytree': 0.5639572840689371, 'min_child_weight': 3, 'reg_alpha': 0.3833837888718856, 'reg_lambda': 3.92659094462799, 'gamma': 0.583543351120254}. Best is trial 8 with value: 28370.163372802206.
[I 2025-01-06 22:35:15,652] Trial 11 finished with value: 28371.908597067893 and parameters: {'learning_rate': 0.10115277549938245, 'n_estimators': 878, 'max_depth': 11, 'subsample': 0.9693118142564024, 'colsample_bytree': 0.5667364866198641, 'min_child_weight': 3, 'reg_alpha': 0.3832833499020528, 'reg_lambda': 3.989585367363175, 'gamma': 0.5861562237242455}. Best is trial 8 with value: 28370.163372802206.
[I 2025-01-06 22:37:35,383] Trial 12 finished with value: 28341.582975330042 and parameters: {'learning_rate': 0.1012838780169053, 'n_estimators': 917, 'max_depth': 11, 'subsample': 0.9667096647494109, 'colsample_bytree': 0.5999374768481627, 'min_child_weight': 3, 'reg_alpha': 0.38507373021585695, 'reg_lambda': 4.579679832330937, 'gamma': 0.5928670090622716}. Best is trial 12 with value: 28341.582975330042.
[I 2025-01-06 22:39:33,980] Trial 13 finished with value: 28239.07975936866 and parameters: {'learning_rate': 0.1054304153410666, 'n_estimators': 925, 'max_depth': 10, 'subsample': 0.9950705261882417, 'colsample_bytree': 0.6002792100706928, 'min_child_weight': 3, 'reg_alpha': 0.38619175634455416, 'reg_lambda': 4.591913149467848, 'gamma': 0.6422218743578408}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:42:31,057] Trial 14 finished with value: 28396.45904795677 and parameters: {'learning_rate': 0.10568805279476154, 'n_estimators': 920, 'max_depth': 12, 'subsample': 0.9968730588978607, 'colsample_bytree': 0.5999608534854249, 'min_child_weight': 3, 'reg_alpha': 0.39963082498337743, 'reg_lambda': 4.756890384153006, 'gamma': 0.6440691372234254}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:45:20,197] Trial 15 finished with value: 28300.707231620778 and parameters: {'learning_rate': 0.11908338766440175, 'n_estimators': 917, 'max_depth': 11, 'subsample': 0.9954530786493924, 'colsample_bytree': 0.6005199231375546, 'min_child_weight': 2, 'reg_alpha': 0.3874602933767323, 'reg_lambda': 4.692505349994964, 'gamma': 0.6357577622854125}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:47:48,535] Trial 16 finished with value: 28305.315804236252 and parameters: {'learning_rate': 0.11958392260577577, 'n_estimators': 909, 'max_depth': 10, 'subsample': 0.9957482941968365, 'colsample_bytree': 0.522732656388637, 'min_child_weight': 2, 'reg_alpha': 0.3879955117518234, 'reg_lambda': 4.718502517897032, 'gamma': 0.6428220982862325}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:51:02,072] Trial 17 finished with value: 28748.720754356887 and parameters: {'learning_rate': 0.13440428115512051, 'n_estimators': 1009, 'max_depth': 12, 'subsample': 0.9818298037853144, 'colsample_bytree': 0.5743690916849384, 'min_child_weight': 2, 'reg_alpha': 0.4004513257494081, 'reg_lambda': 4.697248321148377, 'gamma': 0.6332555678866318}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:53:41,091] Trial 18 finished with value: 28361.3755941151 and parameters: {'learning_rate': 0.12441323510544733, 'n_estimators': 935, 'max_depth': 11, 'subsample': 0.999142512485172, 'colsample_bytree': 0.5768764125707635, 'min_child_weight': 2, 'reg_alpha': 0.3890037110449369, 'reg_lambda': 4.467606394608409, 'gamma': 0.6322260503351653}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:55:53,066] Trial 19 finished with value: 28340.78014941388 and parameters: {'learning_rate': 0.11966880203801407, 'n_estimators': 900, 'max_depth': 10, 'subsample': 0.988335739159191, 'colsample_bytree': 0.5258895045019659, 'min_child_weight': 3, 'reg_alpha': 0.37833845188439336, 'reg_lambda': 4.87456998763531, 'gamma': 0.6039035968541828}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:58:00,044] Trial 20 finished with value: 28511.484856392246 and parameters: {'learning_rate': 0.10769266568973897, 'n_estimators': 983, 'max_depth': 9, 'subsample': 0.975282632309298, 'colsample_bytree': 0.5577819843074742, 'min_child_weight': 2, 'reg_alpha': 0.3986930757575211, 'reg_lambda': 4.459609444946322, 'gamma': 0.6325274776031569}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:00:09,574] Trial 21 finished with value: 28318.056707308133 and parameters: {'learning_rate': 0.11868493905372433, 'n_estimators': 912, 'max_depth': 10, 'subsample': 0.993151123660397, 'colsample_bytree': 0.5232116050285828, 'min_child_weight': 2, 'reg_alpha': 0.38839029685427007, 'reg_lambda': 4.696164844990161, 'gamma': 0.6442073824846074}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:03:09,207] Trial 22 finished with value: 28332.092368155823 and parameters: {'learning_rate': 0.12256986933179558, 'n_estimators': 907, 'max_depth': 10, 'subsample': 0.9914302368944126, 'colsample_bytree': 0.5011102405692472, 'min_child_weight': 2, 'reg_alpha': 0.3883089647273598, 'reg_lambda': 4.759335884682384, 'gamma': 0.6366583181348421}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:06:48,199] Trial 23 finished with value: 28364.740896497664 and parameters: {'learning_rate': 0.11597115406101788, 'n_estimators': 929, 'max_depth': 10, 'subsample': 0.9800903057409363, 'colsample_bytree': 0.5145711911963684, 'min_child_weight': 3, 'reg_alpha': 0.3788753676191809, 'reg_lambda': 4.72540841363365, 'gamma': 0.62409407964258}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:09:22,394] Trial 24 finished with value: 28401.988651258762 and parameters: {'learning_rate': 0.1315238671913385, 'n_estimators': 952, 'max_depth': 11, 'subsample': 0.9959966665960027, 'colsample_bytree': 0.5155345690983996, 'min_child_weight': 1, 'reg_alpha': 0.3899709816264852, 'reg_lambda': 4.636090539727537, 'gamma': 0.6056383561094184}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:11:33,253] Trial 25 finished with value: 28338.394904639983 and parameters: {'learning_rate': 0.1216654051752341, 'n_estimators': 901, 'max_depth': 10, 'subsample': 0.9879771697705677, 'colsample_bytree': 0.5334583517409929, 'min_child_weight': 2, 'reg_alpha': 0.3859992986095877, 'reg_lambda': 4.46654879671979, 'gamma': 0.6401370542568505}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:13:32,169] Trial 26 finished with value: 28356.67290462429 and parameters: {'learning_rate': 0.11767416286656636, 'n_estimators': 923, 'max_depth': 9, 'subsample': 0.9997292485633799, 'colsample_bytree': 0.5932541020638347, 'min_child_weight': 3, 'reg_alpha': 0.3809667425519981, 'reg_lambda': 4.824012626241496, 'gamma': 0.6267909177838481}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:16:05,359] Trial 27 finished with value: 28460.29693078958 and parameters: {'learning_rate': 0.13636440761575036, 'n_estimators': 878, 'max_depth': 11, 'subsample': 0.9766402299661239, 'colsample_bytree': 0.5827230642955502, 'min_child_weight': 2, 'reg_alpha': 0.3901455465684543, 'reg_lambda': 4.63808358121816, 'gamma': 0.6030508627089091}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:18:28,820] Trial 28 finished with value: 28342.541902812325 and parameters: {'learning_rate': 0.1129526366296222, 'n_estimators': 948, 'max_depth': 10, 'subsample': 0.983589029928138, 'colsample_bytree': 0.5109051060730355, 'min_child_weight': 1, 'reg_alpha': 0.39674591911321483, 'reg_lambda': 4.796277393651854, 'gamma': 0.6370277242476341}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:21:29,620] Trial 29 finished with value: 28552.422396941784 and parameters: {'learning_rate': 0.11558541855653927, 'n_estimators': 967, 'max_depth': 12, 'subsample': 0.9917356238653797, 'colsample_bytree': 0.5517852088764427, 'min_child_weight': 3, 'reg_alpha': 0.3917908501368336, 'reg_lambda': 4.638472271957854, 'gamma': 0.6297639925820382}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:24:22,010] Trial 30 finished with value: 28437.941638724446 and parameters: {'learning_rate': 0.12868424468699374, 'n_estimators': 963, 'max_depth': 11, 'subsample': 0.9849877472269345, 'colsample_bytree': 0.5346727749883783, 'min_child_weight': 2, 'reg_alpha': 0.4035627311302422, 'reg_lambda': 4.506777077761347, 'gamma': 0.5733238298386762}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:26:44,519] Trial 31 finished with value: 28321.872007370937 and parameters: {'learning_rate': 0.11921037196509081, 'n_estimators': 912, 'max_depth': 10, 'subsample': 0.9932101907565055, 'colsample_bytree': 0.5274330366871185, 'min_child_weight': 2, 'reg_alpha': 0.3871189886623903, 'reg_lambda': 4.666482951418016, 'gamma': 0.6439749125304494}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:29:07,411] Trial 32 finished with value: 28323.436742051435 and parameters: {'learning_rate': 0.12340085030485681, 'n_estimators': 907, 'max_depth': 10, 'subsample': 0.9928218035045479, 'colsample_bytree': 0.5228130002016179, 'min_child_weight': 2, 'reg_alpha': 0.39187404184113184, 'reg_lambda': 4.896247477630614, 'gamma': 0.6409391141127361}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:31:11,239] Trial 33 finished with value: 28486.51303493683 and parameters: {'learning_rate': 0.11741467917690143, 'n_estimators': 894, 'max_depth': 9, 'subsample': 0.9882299643706416, 'colsample_bytree': 0.5082087502156426, 'min_child_weight': 2, 'reg_alpha': 0.395451006480692, 'reg_lambda': 4.789496264382342, 'gamma': 0.6368683047466874}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:33:41,014] Trial 34 finished with value: 28351.4279738481 and parameters: {'learning_rate': 0.11435167530641789, 'n_estimators': 927, 'max_depth': 10, 'subsample': 0.9789338832021528, 'colsample_bytree': 0.5232127591788879, 'min_child_weight': 2, 'reg_alpha': 0.3815166792987183, 'reg_lambda': 4.711011005286501, 'gamma': 0.643773595736913}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:36:04,151] Trial 35 finished with value: 28334.79564733604 and parameters: {'learning_rate': 0.12548383031484425, 'n_estimators': 941, 'max_depth': 10, 'subsample': 0.9958830102388009, 'colsample_bytree': 0.579992346519393, 'min_child_weight': 3, 'reg_alpha': 0.3872187886775049, 'reg_lambda': 4.530738993324508, 'gamma': 0.6200610297724162}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:37:48,761] Trial 36 finished with value: 28676.24358100283 and parameters: {'learning_rate': 0.1198180651850894, 'n_estimators': 914, 'max_depth': 8, 'subsample': 0.9721225727478732, 'colsample_bytree': 0.594266737154179, 'min_child_weight': 2, 'reg_alpha': 0.39099685909784376, 'reg_lambda': 4.604521804898101, 'gamma': 0.5529830219696411}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:40:13,354] Trial 37 finished with value: 28441.62176820728 and parameters: {'learning_rate': 0.10963566145742326, 'n_estimators': 1072, 'max_depth': 9, 'subsample': 0.9855188462299043, 'colsample_bytree': 0.5328050384606874, 'min_child_weight': 1, 'reg_alpha': 0.3934634904700332, 'reg_lambda': 4.403309038082282, 'gamma': 0.6263636303039504}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:42:17,714] Trial 38 finished with value: 28533.54677162316 and parameters: {'learning_rate': 0.11261265832019049, 'n_estimators': 891, 'max_depth': 9, 'subsample': 0.9594880903186002, 'colsample_bytree': 0.5470131103054755, 'min_child_weight': 2, 'reg_alpha': 0.38127723661594304, 'reg_lambda': 4.167586692919786, 'gamma': 0.6364247467796416}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:45:09,696] Trial 39 finished with value: 28364.49983892597 and parameters: {'learning_rate': 0.1266414519676605, 'n_estimators': 936, 'max_depth': 11, 'subsample': 0.9999014805939194, 'colsample_bytree': 0.5585098343704116, 'min_child_weight': 1, 'reg_alpha': 0.3754860142438945, 'reg_lambda': 4.6844283318699045, 'gamma': 0.5583607536528187}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:46:55,689] Trial 40 finished with value: 28792.669811281048 and parameters: {'learning_rate': 0.12166532631132689, 'n_estimators': 1003, 'max_depth': 8, 'subsample': 0.9919826207432335, 'colsample_bytree': 0.5182298711421941, 'min_child_weight': 4, 'reg_alpha': 0.38558420081776273, 'reg_lambda': 4.533512347823729, 'gamma': 0.610276871916211}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:49:20,790] Trial 41 finished with value: 28324.63484739828 and parameters: {'learning_rate': 0.11818360492914545, 'n_estimators': 911, 'max_depth': 10, 'subsample': 0.9935832869014506, 'colsample_bytree': 0.5271808056112414, 'min_child_weight': 2, 'reg_alpha': 0.3877763343443163, 'reg_lambda': 4.652992029819708, 'gamma': 0.6441776119177325}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:28:02,915] Trial 42 finished with value: 28338.85074283453 and parameters: {'learning_rate': 0.11933660063964321, 'n_estimators': 901, 'max_depth': 10, 'subsample': 0.9894107377285601, 'colsample_bytree': 0.5067446008491047, 'min_child_weight': 2, 'reg_alpha': 0.38703289360117776, 'reg_lambda': 4.747137220185193, 'gamma': 0.6391900256347167}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:29:59,724] Trial 43 finished with value: 28320.806899656225 and parameters: {'learning_rate': 0.1161638857357776, 'n_estimators': 919, 'max_depth': 10, 'subsample': 0.9949138993555642, 'colsample_bytree': 0.5365157403291733, 'min_child_weight': 2, 'reg_alpha': 0.38415306248405573, 'reg_lambda': 4.821575626284419, 'gamma': 0.6315113158192729}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:31:57,582] Trial 44 finished with value: 28312.45321263881 and parameters: {'learning_rate': 0.11554471160998196, 'n_estimators': 929, 'max_depth': 10, 'subsample': 0.9957833020312093, 'colsample_bytree': 0.5390395739505645, 'min_child_weight': 2, 'reg_alpha': 0.38443157845429554, 'reg_lambda': 4.8001181516120255, 'gamma': 0.6199307449236486}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:34:13,816] Trial 45 finished with value: 28419.35596897614 and parameters: {'learning_rate': 0.10780774069701052, 'n_estimators': 974, 'max_depth': 10, 'subsample': 0.9429900532117044, 'colsample_bytree': 0.540243644789037, 'min_child_weight': 3, 'reg_alpha': 0.38249688320829245, 'reg_lambda': 4.821121791759414, 'gamma': 0.6274959335785683}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:35:59,819] Trial 46 finished with value: 28347.067361227513 and parameters: {'learning_rate': 0.1147837909418649, 'n_estimators': 928, 'max_depth': 9, 'subsample': 0.997095148151208, 'colsample_bytree': 0.5887695348332117, 'min_child_weight': 2, 'reg_alpha': 0.38033867991830345, 'reg_lambda': 4.6032009914029235, 'gamma': 0.6232525526703376}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:38:22,251] Trial 47 finished with value: 28350.800300766896 and parameters: {'learning_rate': 0.10386562194754048, 'n_estimators': 947, 'max_depth': 11, 'subsample': 0.9819391096375089, 'colsample_bytree': 0.5686174392999154, 'min_child_weight': 1, 'reg_alpha': 0.3849965308310391, 'reg_lambda': 4.853363979987389, 'gamma': 0.6177658126286006}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:40:25,840] Trial 48 finished with value: 28293.562870180733 and parameters: {'learning_rate': 0.11136678592537877, 'n_estimators': 1018, 'max_depth': 10, 'subsample': 0.9851488422339606, 'colsample_bytree': 0.5958989579488412, 'min_child_weight': 3, 'reg_alpha': 0.3763266589984477, 'reg_lambda': 4.707930134598801, 'gamma': 0.6337596882627462}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:42:12,571] Trial 49 finished with value: 28388.368077272058 and parameters: {'learning_rate': 0.11088113578173034, 'n_estimators': 1021, 'max_depth': 9, 'subsample': 0.9864735293502079, 'colsample_bytree': 0.597157862511287, 'min_child_weight': 4, 'reg_alpha': 0.37599150367392814, 'reg_lambda': 4.77107810652006, 'gamma': 0.6345620456954132}. Best is trial 13 with value: 28239.07975936866.
Refined Best Trial: {'learning_rate': 0.1054304153410666, 'n_estimators': 925, 'max_depth': 10, 'subsample': 0.9950705261882417, 'colsample_bytree': 0.6002792100706928, 'min_child_weight': 3, 'reg_alpha': 0.38619175634455416, 'reg_lambda': 4.591913149467848, 'gamma': 0.6422218743578408}
Refined Best RMSE: 28239.07975936866
In [32]:
optuna.visualization.plot_param_importances(study).show()
optuna.visualization.plot_optimization_history(study).show()
In [33]:
best_params_v2 = refined_study.best_trial.params
final_model_v2 = XGBRegressor(**best_params_v2, random_state=42)
In [34]:
# Plot Learning Curve
def plot_learning_curve(estimator, X, y, cv, scoring, train_sizes=np.linspace(0.1, 1.0, 10)):
    train_sizes, train_scores, valid_scores = learning_curve(
        estimator, X, y, cv=cv, scoring=scoring, train_sizes=train_sizes, n_jobs=-1
    )
    train_mean = np.mean(train_scores, axis=1)
    valid_mean = np.mean(valid_scores, axis=1)

    plt.figure(figsize=(10, 6))
    plt.plot(train_sizes, train_mean, label="Training score", color="blue")
    plt.plot(train_sizes, valid_mean, label="Validation score", color="orange")
    plt.title("Learning Curve")
    plt.xlabel("Training Set Size")
    plt.ylabel(scoring)
    plt.legend(loc="best")
    plt.grid()
    plt.show()

# Residual Plot
def plot_residuals(y_true, y_pred):
    residuals = y_true - y_pred
    plt.figure(figsize=(10, 6))
    sns.scatterplot(x=y_pred, y=residuals, alpha=0.6)
    plt.axhline(0, color='red', linestyle='--')
    plt.title("Residual Plot")
    plt.xlabel("Predicted Values")
    plt.ylabel("Residuals")
    plt.grid()
    plt.show()

# Prediction vs. Actual Plot
def plot_predictions(y_true, y_pred):
    plt.figure(figsize=(10, 6))
    sns.scatterplot(x=y_true, y=y_pred, alpha=0.6)
    plt.plot([y_true.min(), y_true.max()], [y_true.min(), y_true.max()], color='red', linestyle='--')
    plt.title("Prediction vs. Actual")
    plt.xlabel("Actual Values")
    plt.ylabel("Predicted Values")
    plt.grid()
    plt.show()

# Error Distribution Plot
def plot_error_distribution(y_true, y_pred):
    errors = y_true - y_pred
    plt.figure(figsize=(10, 6))
    sns.histplot(errors, bins=30, kde=True)
    plt.title("Error Distribution")
    plt.xlabel("Prediction Error")
    plt.ylabel("Frequency")
    plt.grid()
    plt.show()

# Perform K-Fold Cross-Validation
kf = KFold(n_splits=5, shuffle=True, random_state=42)
scores = cross_val_score(final_model_v2, X_train, y_train, cv=kf, scoring='r2', n_jobs=-1)
print(f"Cross-Validation R^2 Scores: {scores}")
print(f"Mean R^2: {np.mean(scores):.4f}, Std: {np.std(scores):.4f}")

# Fit model on full training data and evaluate on test set
final_model_v2.fit(X_train, y_train)
y_pred = final_model_v2.predict(X_test)

# Test Metrics
print(f"Test MSE: {mean_squared_error(y_test, y_pred):.4f}")
print(f"Test MAE: {mean_absolute_error(y_test, y_pred):.4f}")
print(f"Test R^2: {r2_score(y_test, y_pred):.4f}")
print(f"Explained Variance: {explained_variance_score(y_test, y_pred):.4f}")
print(f"Mean Absolute Percentage Error (MAPE): {mean_absolute_percentage_error(y_test, y_pred):.4f}")

# Plot Feature Importance
plot_importance(final_model_v2, importance_type='weight', max_num_features=10, title="Feature Importance")
plt.show()

# Plot Graphs
plot_learning_curve(final_model_v2, X_train, y_train, cv=kf, scoring='r2')
plot_residuals(y_test, y_pred)
plot_predictions(y_test, y_pred)
plot_error_distribution(y_test, y_pred)
Cross-Validation R^2 Scores: [0.97105994 0.97094282 0.97144192 0.97121716 0.97081123]
Mean R^2: 0.9711, Std: 0.0002
Test MSE: 799147389.3384
Test MAE: 18169.3349
Test R^2: 0.9710
Explained Variance: 0.9710
Mean Absolute Percentage Error (MAPE): 0.0646
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c:\Users\firas\anaconda3\Lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

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In [ ]:
y_pred = final_model_v2.predict(X_test)

# Metrics
mae = mean_absolute_error(y_test, y_pred)
mse = mean_squared_error(y_test, y_pred)
r2 = r2_score(y_test, y_pred)

# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')


# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)

# Display the metrics on the plot
metrics_text = f"MAE: {mae:.2f}\nMSE: {mse:.2f}\nR²: {r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
In [35]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
    'year': X_test['new_date'],
    'y_test': y_test,
    'xgb_pred': y_pred
})

# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()

# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y_test'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['xgb_pred'], color='orange', label='Predicted (Median)', alpha=0.7)

# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)

# Show the plot
plt.show()
No description has been provided for this image
In [36]:
joblib.dump(final_model_v2,'new_model_v1.pkl')
Out[36]:
['new_model_v1.pkl']
In [ ]:
# Predictions
y_pred_rf = rf_model.predict(X_test)
y_pred_xgb = xgb_model.predict(X_test)

# Evaluate Models
rf_mae = mean_absolute_error(y_test, y_pred_rf)
xgb_mae = mean_absolute_error(y_test, y_pred_xgb)
rf_mse = mean_squared_error(y_test, y_pred_rf)
xgb_mse = mean_squared_error(y_test, y_pred_xgb)
rf_r2 = r2_score(y_test, y_pred_rf)
xgb_r2 = r2_score(y_test, y_pred_xgb)

print(f"Random Forest MSE: {rf_mse:.2f}, R²: {rf_r2:.2f}")
print(f"XGBoost MSE: {xgb_mse:.2f}, R²: {xgb_r2:.2f}")

# Ensemble (Averaging Predictions)
ensemble_pred = (y_pred_rf + y_pred_xgb) / 2
ensemble_mae = mean_absolute_error(y_test,ensemble_pred)
ensemble_mse = mean_squared_error(y_test, ensemble_pred)
ensemble_r2 = r2_score(y_test, ensemble_pred)

print(f"Ensemble MSE: {ensemble_mse:.2f}, R²: {ensemble_r2:.2f}")

# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, ensemble_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')


# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)

# Display the metrics on the plot
metrics_text = f"MAE: {ensemble_mae:.2f}\nMSE: {ensemble_mse:.2f}\nR²: {ensemble_r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
Random Forest MSE: 1037976499.05, R²: 0.96
XGBoost MSE: 937943215.92, R²: 0.97
Ensemble MSE: 925207277.16, R²: 0.97
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In [ ]:
from sklearn.metrics import mean_squared_error

train_losses = []
val_losses = []

for train_size in train_sizes:
    X_partial = X_train[:train_size]
    y_partial = y_train[:train_size]
    
    model = RandomForestRegressor(random_state=42)
    model.fit(X_partial, y_partial)
    
    # Training Loss
    train_pred = model.predict(X_partial)
    train_loss = mean_squared_error(y_partial, train_pred)
    train_losses.append(train_loss)
    
    # Validation Loss
    val_pred = model.predict(X_test)
    val_loss = mean_squared_error(y_test, val_pred)
    val_losses.append(val_loss)
In [19]:
import xgboost as xgb

# Define the model with early stopping and loss tracking
model = xgb.XGBRegressor(objective='reg:squarederror', eval_metric='rmse', random_state=42)

eval_set = [(X_train, y_train), (X_test, y_test)]
model.fit(X_train, y_train, eval_set=eval_set, verbose=True)

# Extract training and validation loss
results = model.evals_result()
train_loss = results['validation_0']['rmse']
val_loss = results['validation_1']['rmse']
[0]	validation_0-rmse:125611.62118	validation_1-rmse:125289.30973
[1]	validation_0-rmse:98553.60555	validation_1-rmse:98249.13385
[2]	validation_0-rmse:80570.44763	validation_1-rmse:80362.35759
[3]	validation_0-rmse:69467.05530	validation_1-rmse:69324.77475
[4]	validation_0-rmse:61325.88421	validation_1-rmse:61225.07813
[5]	validation_0-rmse:56488.72109	validation_1-rmse:56445.39425
[6]	validation_0-rmse:52264.89560	validation_1-rmse:52301.79123
[7]	validation_0-rmse:50154.73763	validation_1-rmse:50256.89439
[8]	validation_0-rmse:47071.30442	validation_1-rmse:47288.19080
[9]	validation_0-rmse:45438.40044	validation_1-rmse:45741.26119
[10]	validation_0-rmse:43544.53872	validation_1-rmse:43942.07068
[11]	validation_0-rmse:42520.61313	validation_1-rmse:42961.48343
[12]	validation_0-rmse:41011.04519	validation_1-rmse:41506.26356
[13]	validation_0-rmse:40513.48087	validation_1-rmse:41054.41125
[14]	validation_0-rmse:39964.21276	validation_1-rmse:40558.86071
[15]	validation_0-rmse:39474.21278	validation_1-rmse:40091.79090
[16]	validation_0-rmse:39174.19044	validation_1-rmse:39822.39267
[17]	validation_0-rmse:38993.25634	validation_1-rmse:39661.44558
[18]	validation_0-rmse:38820.04857	validation_1-rmse:39507.94319
[19]	validation_0-rmse:38159.82441	validation_1-rmse:38869.97005
[20]	validation_0-rmse:37826.03294	validation_1-rmse:38535.62576
[21]	validation_0-rmse:37544.31307	validation_1-rmse:38284.47946
[22]	validation_0-rmse:37335.88821	validation_1-rmse:38062.03927
[23]	validation_0-rmse:36956.71706	validation_1-rmse:37671.80824
[24]	validation_0-rmse:36751.57735	validation_1-rmse:37461.56173
[25]	validation_0-rmse:36439.76186	validation_1-rmse:37188.40862
[26]	validation_0-rmse:36161.89663	validation_1-rmse:36918.76364
[27]	validation_0-rmse:36084.10854	validation_1-rmse:36827.81165
[28]	validation_0-rmse:35811.19687	validation_1-rmse:36573.44232
[29]	validation_0-rmse:35677.04812	validation_1-rmse:36432.72472
[30]	validation_0-rmse:35481.19000	validation_1-rmse:36255.54282
[31]	validation_0-rmse:35331.20327	validation_1-rmse:36116.91781
[32]	validation_0-rmse:35231.45018	validation_1-rmse:36031.78367
[33]	validation_0-rmse:35087.54768	validation_1-rmse:35902.88320
[34]	validation_0-rmse:34986.52053	validation_1-rmse:35809.21041
[35]	validation_0-rmse:34886.32458	validation_1-rmse:35723.09855
[36]	validation_0-rmse:34784.97077	validation_1-rmse:35617.16891
[37]	validation_0-rmse:34742.40546	validation_1-rmse:35581.35095
[38]	validation_0-rmse:34702.02481	validation_1-rmse:35544.51667
[39]	validation_0-rmse:34648.15955	validation_1-rmse:35490.66630
[40]	validation_0-rmse:34572.66731	validation_1-rmse:35421.58018
[41]	validation_0-rmse:34478.22821	validation_1-rmse:35329.23049
[42]	validation_0-rmse:34316.98725	validation_1-rmse:35193.15101
[43]	validation_0-rmse:34225.97852	validation_1-rmse:35107.32012
[44]	validation_0-rmse:34147.57625	validation_1-rmse:35035.68668
[45]	validation_0-rmse:34122.06284	validation_1-rmse:35013.60284
[46]	validation_0-rmse:33970.66805	validation_1-rmse:34881.01593
[47]	validation_0-rmse:33864.86826	validation_1-rmse:34790.05074
[48]	validation_0-rmse:33770.70955	validation_1-rmse:34707.05037
[49]	validation_0-rmse:33615.07662	validation_1-rmse:34563.78202
[50]	validation_0-rmse:33579.35982	validation_1-rmse:34530.99529
[51]	validation_0-rmse:33516.16393	validation_1-rmse:34487.99212
[52]	validation_0-rmse:33418.72300	validation_1-rmse:34397.57097
[53]	validation_0-rmse:33372.23406	validation_1-rmse:34365.40720
[54]	validation_0-rmse:33336.84675	validation_1-rmse:34334.87874
[55]	validation_0-rmse:33289.06915	validation_1-rmse:34302.13047
[56]	validation_0-rmse:33274.30484	validation_1-rmse:34288.14901
[57]	validation_0-rmse:33218.85008	validation_1-rmse:34233.34643
[58]	validation_0-rmse:33195.18141	validation_1-rmse:34216.85234
[59]	validation_0-rmse:33129.91897	validation_1-rmse:34158.67923
[60]	validation_0-rmse:33065.27951	validation_1-rmse:34095.00893
[61]	validation_0-rmse:32980.39067	validation_1-rmse:34014.47759
[62]	validation_0-rmse:32946.14313	validation_1-rmse:33990.94999
[63]	validation_0-rmse:32901.46387	validation_1-rmse:33952.47504
[64]	validation_0-rmse:32876.38075	validation_1-rmse:33922.62066
[65]	validation_0-rmse:32848.82036	validation_1-rmse:33894.74429
[66]	validation_0-rmse:32726.90740	validation_1-rmse:33778.56401
[67]	validation_0-rmse:32698.48623	validation_1-rmse:33761.67024
[68]	validation_0-rmse:32659.80802	validation_1-rmse:33721.29675
[69]	validation_0-rmse:32628.37614	validation_1-rmse:33700.90015
[70]	validation_0-rmse:32555.23430	validation_1-rmse:33632.93400
[71]	validation_0-rmse:32527.19317	validation_1-rmse:33610.06862
[72]	validation_0-rmse:32485.14585	validation_1-rmse:33571.26188
[73]	validation_0-rmse:32395.69413	validation_1-rmse:33494.95859
[74]	validation_0-rmse:32373.81717	validation_1-rmse:33475.59348
[75]	validation_0-rmse:32321.73208	validation_1-rmse:33425.86994
[76]	validation_0-rmse:32260.65324	validation_1-rmse:33369.58087
[77]	validation_0-rmse:32246.57128	validation_1-rmse:33360.79754
[78]	validation_0-rmse:32181.37902	validation_1-rmse:33288.12975
[79]	validation_0-rmse:32153.18143	validation_1-rmse:33274.70369
[80]	validation_0-rmse:32139.89739	validation_1-rmse:33262.58251
[81]	validation_0-rmse:32108.96077	validation_1-rmse:33238.68829
[82]	validation_0-rmse:32074.69813	validation_1-rmse:33211.75092
[83]	validation_0-rmse:32040.25011	validation_1-rmse:33182.13640
[84]	validation_0-rmse:32002.90703	validation_1-rmse:33147.31279
[85]	validation_0-rmse:31957.56568	validation_1-rmse:33111.39203
[86]	validation_0-rmse:31922.50236	validation_1-rmse:33065.59728
[87]	validation_0-rmse:31894.84992	validation_1-rmse:33049.48705
[88]	validation_0-rmse:31882.32084	validation_1-rmse:33036.47290
[89]	validation_0-rmse:31864.68837	validation_1-rmse:33026.82092
[90]	validation_0-rmse:31862.65725	validation_1-rmse:33024.58566
[91]	validation_0-rmse:31848.86137	validation_1-rmse:33012.17650
[92]	validation_0-rmse:31807.09103	validation_1-rmse:32977.56110
[93]	validation_0-rmse:31778.44593	validation_1-rmse:32951.23020
[94]	validation_0-rmse:31752.63519	validation_1-rmse:32926.42590
[95]	validation_0-rmse:31704.71158	validation_1-rmse:32876.15077
[96]	validation_0-rmse:31651.74134	validation_1-rmse:32832.83808
[97]	validation_0-rmse:31593.87314	validation_1-rmse:32770.92435
[98]	validation_0-rmse:31559.99149	validation_1-rmse:32747.77037
[99]	validation_0-rmse:31523.78066	validation_1-rmse:32710.00884
In [22]:
# Import necessary libraries
import numpy as np
import matplotlib.pyplot as plt
from sklearn.model_selection import learning_curve
from sklearn.ensemble import RandomForestRegressor
import xgboost as xgb
from sklearn.metrics import mean_squared_error
from sklearn.datasets import make_regression
from sklearn.model_selection import train_test_split


# Initialize models
rf_model = RandomForestRegressor(random_state=42)
xgb_model = xgb.XGBRegressor(objective='reg:squarederror', random_state=42)

# Define a function to compute and plot learning curves along with loss curves
def plot_learning_and_loss_curve(model, model_name, X, y, X_val, y_val):
    train_sizes, train_scores, val_scores = learning_curve(
        model, X, y, cv=5, scoring='neg_mean_squared_error',
        train_sizes=np.linspace(0.1, 1.0, 10), n_jobs=-1)
    
    # Convert negative MSE to positive
    train_losses = -train_scores.mean(axis=1)
    val_losses = -val_scores.mean(axis=1)
    
    # Train the model on the full training set for loss tracking
    model.fit(X, y)
    
    # Compute loss on full training and validation sets
    y_train_pred = model.predict(X)
    y_val_pred = model.predict(X_val)
    train_loss = mean_squared_error(y, y_train_pred)
    val_loss = mean_squared_error(y_val, y_val_pred)
    
    # Plot the learning curve
    plt.plot(train_sizes, train_losses, label=f'{model_name} - Training Loss (MSE)', marker='o')
    plt.plot(train_sizes, val_losses, label=f'{model_name} - Validation Loss (MSE)', marker='o')
    plt.axhline(y=train_loss, color='blue', linestyle='--', label=f'{model_name} - Final Training Loss')
    plt.axhline(y=val_loss, color='orange', linestyle='--', label=f'{model_name} - Final Validation Loss')
    plt.xlabel('Training Set Size')
    plt.ylabel('Loss (MSE)')
    plt.title(f'Loss Curve: {model_name}')
    plt.legend()
    plt.grid(True)

# Plot learning and loss curves for Random Forest
plt.figure(figsize=(12, 6))

plt.subplot(1, 2, 1)
plot_learning_and_loss_curve(rf_model, 'Random Forest', X_train, y_train, X_test, y_test)

# Plot learning and loss curves for XGBoost
plt.subplot(1, 2, 2)
plot_learning_and_loss_curve(xgb_model, 'XGBoost', X_train, y_train, X_test, y_test)

plt.tight_layout()
plt.show()
No description has been provided for this image
In [18]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
    'year': X_test['new_date'],
    'y_test': y_test,
    'xgb_pred': y_pred_rf
})

# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()

# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y_test'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['xgb_pred'], color='orange', label='Predicted (Median)', alpha=0.7)

# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)

# Show the plot
plt.show()
No description has been provided for this image
In [9]:
xgb_model = XGBRegressor(random_state = 42, n_estimators = 500)
xgb_model.fit(X_train,y_train)
Out[9]:
XGBRegressor(base_score=None, booster=None, callbacks=None,
             colsample_bylevel=None, colsample_bynode=None,
             colsample_bytree=None, device=None, early_stopping_rounds=None,
             enable_categorical=False, eval_metric=None, feature_types=None,
             gamma=None, grow_policy=None, importance_type=None,
             interaction_constraints=None, learning_rate=None, max_bin=None,
             max_cat_threshold=None, max_cat_to_onehot=None,
             max_delta_step=None, max_depth=None, max_leaves=None,
             min_child_weight=None, missing=nan, monotone_constraints=None,
             multi_strategy=None, n_estimators=500, n_jobs=None,
             num_parallel_tree=None, random_state=42, ...)
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XGBRegressor(base_score=None, booster=None, callbacks=None,
             colsample_bylevel=None, colsample_bynode=None,
             colsample_bytree=None, device=None, early_stopping_rounds=None,
             enable_categorical=False, eval_metric=None, feature_types=None,
             gamma=None, grow_policy=None, importance_type=None,
             interaction_constraints=None, learning_rate=None, max_bin=None,
             max_cat_threshold=None, max_cat_to_onehot=None,
             max_delta_step=None, max_depth=None, max_leaves=None,
             min_child_weight=None, missing=nan, monotone_constraints=None,
             multi_strategy=None, n_estimators=500, n_jobs=None,
             num_parallel_tree=None, random_state=42, ...)
In [10]:
# Predictions and metrics
y_pred_lgb = xgb_model.predict(X_test)
mae_lgb = mean_absolute_error(y_test, y_pred_lgb)
mse_lgb = mean_squared_error(y_test, y_pred_lgb)
r2_lgb = r2_score(y_test, y_pred_lgb)

# Plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred_lgb, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("XGBRegressor: Predicted vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
metrics_text = f"MAE: {mae_lgb:.2f}\nMSE: {mse_lgb:.2f}\nR²: {r2_lgb:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
plt.show()
No description has been provided for this image
In [47]:
# Initialize and fit the LightGBM model
lgb_model = lgb.LGBMRegressor()
lgb_model.fit(X_train, y_train)
[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines
[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.004926 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 479
[LightGBM] [Info] Number of data points in the train set: 695716, number of used features: 12
[LightGBM] [Info] Start training from score 309504.113280
Out[47]:
LGBMRegressor()
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LGBMRegressor()
In [48]:
# Predictions and metrics
y_pred_lgb = lgb_model.predict(X_test)
mae_lgb = mean_absolute_error(y_test, y_pred_lgb)
mse_lgb = mean_squared_error(y_test, y_pred_lgb)
r2_lgb = r2_score(y_test, y_pred_lgb)

# Plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred_lgb, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("LightGBM: Predicted vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
metrics_text = f"MAE: {mae_lgb:.2f}\nMSE: {mse_lgb:.2f}\nR²: {r2_lgb:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
plt.show()
No description has been provided for this image
In [49]:
# Initialize and fit the CatBoost model
cat_model = CatBoostRegressor(verbose=0)
cat_model.fit(X_train, y_train)
Out[49]:
<catboost.core.CatBoostRegressor at 0x213b56a28d0>
In [50]:
# Predictions and metrics
y_pred_cat = cat_model.predict(X_test)
mae_cat = mean_absolute_error(y_test, y_pred_cat)
mse_cat = mean_squared_error(y_test, y_pred_cat)
r2_cat = r2_score(y_test, y_pred_cat)

# Plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred_cat, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("CatBoost: Predicted vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
metrics_text = f"MAE: {mae_cat:.2f}\nMSE: {mse_cat:.2f}\nR²: {r2_cat:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
plt.show()
No description has been provided for this image
In [52]:
rf_model = RandomForestRegressor(n_estimators= 100, random_state=42)
rf_model.fit(X_train,y_train)
Out[52]:
RandomForestRegressor(random_state=42)
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RandomForestRegressor(random_state=42)
In [53]:
# Predictions and metrics
y_pred_rf = rf_model.predict(X_test)
mae_rf = mean_absolute_error(y_test, y_pred_rf)
mse_rf = mean_squared_error(y_test, y_pred_rf)
r2_rf = r2_score(y_test, y_pred_rf)

# Plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred_rf, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
plt.xlabel("Actual Values")
plt.ylabel("Predicted Values")
plt.title("Random Forest: Predicted vs Actual")
plt.legend()
plt.grid(alpha=0.3)

# Display the metrics on the plot
metrics_text = f"MAE: {mae_rf:.2f}\nMSE: {mse_rf:.2f}\nR²: {r2_rf:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
plt.show()
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In [23]:
lin_model = LinearRegression()
lin_model.fit(X_train, y_train)
Out[23]:
LinearRegression()
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LinearRegression()
In [24]:
y_pred = lin_model.predict(X_test)

# Metrics
mae = mean_absolute_error(y_test, y_pred)
mse = mean_squared_error(y_test, y_pred)
r2 = r2_score(y_test, y_pred)

# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')


# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)

# Display the metrics on the plot
metrics_text = f"MAE: {mae:.2f}\nMSE: {mse:.2f}\nR²: {r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
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In [27]:
poly_model = make_pipeline(PolynomialFeatures(degree=2), LinearRegression())
poly_model.fit(X_train, y_train)
Out[27]:
Pipeline(steps=[('polynomialfeatures', PolynomialFeatures()),
                ('linearregression', LinearRegression())])
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Pipeline(steps=[('polynomialfeatures', PolynomialFeatures()),
                ('linearregression', LinearRegression())])
PolynomialFeatures()
LinearRegression()
In [28]:
y_pred = poly_model.predict(X_test)

# Metrics
mae = mean_absolute_error(y_test, y_pred)
mse = mean_squared_error(y_test, y_pred)
r2 = r2_score(y_test, y_pred)

# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')


# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)

# Display the metrics on the plot
metrics_text = f"MAE: {mae:.2f}\nMSE: {mse:.2f}\nR²: {r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
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In [30]:
# Assuming 'resale_price' is indexed by 'new_date'
time_series_data = data[['new_date', 'resale_price']].set_index('new_date')

# Fit ARIMA model
model = ARIMA(time_series_data, order=(5, 1, 0))
arima_fit = model.fit()

# Forecast future values (2024 to 2050)
future_forecast = arima_fit.forecast(steps=26)
forecast_years = np.arange(2025, 2051)

# Combine actual and forecast data for comparison
combined_data = pd.concat([time_series_data, pd.Series(future_forecast, index=forecast_years)])

# Metrics calculation (for training period)
train_actual = time_series_data.values
train_pred = arima_fit.fittedvalues

mse = mean_squared_error(train_actual, train_pred)
mae = mean_absolute_error(train_actual, train_pred)
r2 = r2_score(train_actual, train_pred)

# Plot actual vs predicted
plt.figure(figsize=(12, 6))
plt.plot(time_series_data.index, time_series_data.values, label="Actual Data", marker='o')
plt.plot(time_series_data.index, train_pred, label="ARIMA Fitted", linestyle='--', color='orange')
plt.plot(forecast_years, future_forecast, label="Forecast (2025-2050)", linestyle='--', color='green')
plt.xlabel("Year")
plt.ylabel("Resale Price")
plt.title("ARIMA: Actual vs Predicted and Forecast")
plt.legend()
plt.grid(True)
plt.show()

mse, mae, r2
c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:473: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.
  self._init_dates(dates, freq)
c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:473: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.
  self._init_dates(dates, freq)
c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:473: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting.
  self._init_dates(dates, freq)
c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:836: ValueWarning: No supported index is available. Prediction results will be given with an integer index beginning at `start`.
  return get_prediction_index(
c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:836: FutureWarning: No supported index is available. In the next version, calling this method in a model without a supported index will result in an exception.
  return get_prediction_index(
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Out[30]:
(3348885939.132387, 27700.24892551467, 0.8788192370629987)
In [10]:
from sklearn.ensemble import RandomForestRegressor
from sklearn.model_selection import cross_val_score
import optuna
import numpy as np

def objective(trial):
    # Define hyperparameter search space for RandomForestRegressor
    param = {
        'n_estimators': trial.suggest_int('n_estimators', 100, 200),  # Number of trees
        'max_depth': trial.suggest_int('max_depth', 3, 30, log=True),  # Depth of each tree
        'min_samples_split': trial.suggest_int('min_samples_split', 2, 20),  # Minimum samples to split a node
        'min_samples_leaf': trial.suggest_int('min_samples_leaf', 1, 20),    # Minimum samples in each leaf
        'max_features': trial.suggest_float('max_features', 0.1, 1.0),       # Fraction of features to consider
        'bootstrap': trial.suggest_categorical('bootstrap', [True, False]),  # Bootstrap sampling
    }

    # Initialize RandomForestRegressor with current parameters
    model = RandomForestRegressor(**param, random_state=42)

    # Use cross-validation to evaluate the model
    scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error', n_jobs=-1)
    rmse = np.sqrt(-scores.mean())  # Convert negative MSE to RMSE
    return rmse

# Run the optimization
study = optuna.create_study(direction='minimize')
study.optimize(objective, n_trials=20)

# Print the best trial
print("Best Trial:", study.best_trial.params)
print("Best RMSE:", study.best_value)
[I 2025-01-07 10:40:39,411] A new study created in memory with name: no-name-11a01c21-565e-498b-bc29-c3dc6e7496be
[I 2025-01-07 10:45:25,796] Trial 0 finished with value: 36541.12190614621 and parameters: {'n_estimators': 140, 'max_depth': 13, 'min_samples_split': 8, 'min_samples_leaf': 16, 'max_features': 0.7716551620304883, 'bootstrap': True}. Best is trial 0 with value: 36541.12190614621.
[I 2025-01-07 10:51:30,786] Trial 1 finished with value: 60471.3594004906 and parameters: {'n_estimators': 151, 'max_depth': 7, 'min_samples_split': 4, 'min_samples_leaf': 6, 'max_features': 0.9286514690332781, 'bootstrap': False}. Best is trial 0 with value: 36541.12190614621.
[I 2025-01-07 10:53:38,123] Trial 2 finished with value: 63034.08366993758 and parameters: {'n_estimators': 191, 'max_depth': 9, 'min_samples_split': 6, 'min_samples_leaf': 10, 'max_features': 0.10850588592337093, 'bootstrap': False}. Best is trial 0 with value: 36541.12190614621.
[I 2025-01-07 10:55:04,884] Trial 3 finished with value: 76128.01479548577 and parameters: {'n_estimators': 167, 'max_depth': 6, 'min_samples_split': 18, 'min_samples_leaf': 8, 'max_features': 0.20951725294807363, 'bootstrap': True}. Best is trial 0 with value: 36541.12190614621.
[I 2025-01-07 11:01:27,047] Trial 4 finished with value: 31762.873534006456 and parameters: {'n_estimators': 162, 'max_depth': 21, 'min_samples_split': 15, 'min_samples_leaf': 10, 'max_features': 0.8026475665412413, 'bootstrap': True}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:03:04,281] Trial 5 finished with value: 86562.50560551863 and parameters: {'n_estimators': 192, 'max_depth': 3, 'min_samples_split': 9, 'min_samples_leaf': 3, 'max_features': 0.3773884851707905, 'bootstrap': False}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:04:47,536] Trial 6 finished with value: 73031.64890962187 and parameters: {'n_estimators': 112, 'max_depth': 4, 'min_samples_split': 14, 'min_samples_leaf': 20, 'max_features': 0.6896431895830447, 'bootstrap': True}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:09:36,286] Trial 7 finished with value: 50171.12872223173 and parameters: {'n_estimators': 142, 'max_depth': 9, 'min_samples_split': 7, 'min_samples_leaf': 9, 'max_features': 0.9359214763298147, 'bootstrap': True}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:12:02,749] Trial 8 finished with value: 54735.45906245143 and parameters: {'n_estimators': 190, 'max_depth': 9, 'min_samples_split': 10, 'min_samples_leaf': 5, 'max_features': 0.32231191049738367, 'bootstrap': True}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:19:05,080] Trial 9 finished with value: 31325.567918983954 and parameters: {'n_estimators': 140, 'max_depth': 26, 'min_samples_split': 2, 'min_samples_leaf': 11, 'max_features': 0.7408395635366084, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:23:29,656] Trial 10 finished with value: 31679.050568979448 and parameters: {'n_estimators': 112, 'max_depth': 24, 'min_samples_split': 2, 'min_samples_leaf': 14, 'max_features': 0.5347111685166908, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:27:36,718] Trial 11 finished with value: 31677.639027709072 and parameters: {'n_estimators': 103, 'max_depth': 28, 'min_samples_split': 2, 'min_samples_leaf': 14, 'max_features': 0.5360301325893047, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:31:37,342] Trial 12 finished with value: 31688.560827979883 and parameters: {'n_estimators': 101, 'max_depth': 29, 'min_samples_split': 2, 'min_samples_leaf': 14, 'max_features': 0.5449099164016595, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:36:42,540] Trial 13 finished with value: 33128.16448819665 and parameters: {'n_estimators': 128, 'max_depth': 16, 'min_samples_split': 5, 'min_samples_leaf': 14, 'max_features': 0.6433539104313386, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:40:39,799] Trial 14 finished with value: 34138.28059970269 and parameters: {'n_estimators': 126, 'max_depth': 16, 'min_samples_split': 12, 'min_samples_leaf': 18, 'max_features': 0.43165829772058695, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:49:03,882] Trial 15 finished with value: 31429.999231913254 and parameters: {'n_estimators': 167, 'max_depth': 30, 'min_samples_split': 2, 'min_samples_leaf': 12, 'max_features': 0.6791111036143371, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:58:05,669] Trial 16 finished with value: 32151.446116419174 and parameters: {'n_estimators': 174, 'max_depth': 18, 'min_samples_split': 20, 'min_samples_leaf': 12, 'max_features': 0.8107802200689115, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 12:05:23,378] Trial 17 finished with value: 35849.29421090972 and parameters: {'n_estimators': 176, 'max_depth': 13, 'min_samples_split': 4, 'min_samples_leaf': 1, 'max_features': 0.6764570971434456, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 12:43:03,818] Trial 18 finished with value: 31862.817381756195 and parameters: {'n_estimators': 156, 'max_depth': 30, 'min_samples_split': 4, 'min_samples_leaf': 12, 'max_features': 0.84076498698596, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 12:50:38,260] Trial 19 finished with value: 30861.940280609644 and parameters: {'n_estimators': 138, 'max_depth': 22, 'min_samples_split': 12, 'min_samples_leaf': 7, 'max_features': 0.6283551656067656, 'bootstrap': False}. Best is trial 19 with value: 30861.940280609644.
Best Trial: {'n_estimators': 138, 'max_depth': 22, 'min_samples_split': 12, 'min_samples_leaf': 7, 'max_features': 0.6283551656067656, 'bootstrap': False}
Best RMSE: 30861.940280609644
In [12]:
best_params_rf = study.best_trial.params
model_rf = RandomForestRegressor(**best_params_rf, random_state=42)
In [14]:
model_rf.fit(X_train, y_train)
Out[14]:
RandomForestRegressor(bootstrap=False, max_depth=22,
                      max_features=0.6283551656067656, min_samples_leaf=7,
                      min_samples_split=12, n_estimators=138, random_state=42)
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RandomForestRegressor(bootstrap=False, max_depth=22,
                      max_features=0.6283551656067656, min_samples_leaf=7,
                      min_samples_split=12, n_estimators=138, random_state=42)
In [26]:
# Define the function to plot learning curve
def plot_learning_curve(estimator, X, y, scoring='r2', cv=5, train_sizes=np.linspace(0.1, 1.0, 10)):
    # Compute learning curve
    train_sizes, train_scores, test_scores = learning_curve(
        estimator, X, y, cv=cv, scoring=scoring, train_sizes=train_sizes, n_jobs=-1
    )
    
    # Calculate mean and standard deviation for training and test scores
    train_scores_mean = np.mean(train_scores, axis=1)
    train_scores_std = np.std(train_scores, axis=1)
    test_scores_mean = np.mean(test_scores, axis=1)
    test_scores_std = np.std(test_scores, axis=1)
    
    # Plot learning curve
    plt.figure(figsize=(10, 6))
    plt.fill_between(train_sizes, train_scores_mean - train_scores_std,
                     train_scores_mean + train_scores_std, alpha=0.1, color="r")
    plt.fill_between(train_sizes, test_scores_mean - test_scores_std,
                     test_scores_mean + test_scores_std, alpha=0.1, color="g")
    plt.plot(train_sizes, train_scores_mean, 'o-', color="r", label="Training score")
    plt.plot(train_sizes, test_scores_mean, 'o-', color="g", label="Validation score")
    
    # Add labels and title
    plt.title("Learning Curve")
    plt.xlabel("Training Examples")
    plt.ylabel(scoring)
    plt.legend(loc="best")
    plt.grid(alpha=0.3)
    plt.show()
In [27]:
plot_learning_curve(model_rf, X_train, y_train, scoring='r2')
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In [15]:
y_pred = model_rf.predict(X_test)

# Metrics
mae = mean_absolute_error(y_test, y_pred)
mse = mean_squared_error(y_test, y_pred)
r2 = r2_score(y_test, y_pred)

# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')


# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)

# Display the metrics on the plot
metrics_text = f"MAE: {mae:.2f}\nMSE: {mse:.2f}\nR²: {r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
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In [17]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
    'year': X_test['new_date'],
    'y_test': y_test,
    'xgb_pred': y_pred
})

# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()

# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y_test'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['xgb_pred'], color='orange', label='Predicted (Median)', alpha=0.7)

# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)

# Show the plot
plt.show()
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In [39]:
# Calculate the percentage error for each prediction
percentage_error = np.abs((y_test - y_pred) / y) * 100

# Calculate the mean percentage error (optional, for overall performance)
mean_percentage_error = np.mean(percentage_error)

# Display some statistics
print(f"Mean Percentage Error: {mean_percentage_error:.2f}%")
print(f"Max Percentage Error: {np.max(percentage_error):.2f}%")
print(f"Min Percentage Error: {np.min(percentage_error):.2f}%")

# Plot percentage error distribution
plt.figure(figsize=(8, 6))
plt.hist(percentage_error, bins=30, color='skyblue', edgecolor='black', alpha=0.7)
plt.title("Percentage Error Distribution")
plt.xlabel("Percentage Error (%)")
plt.ylabel("Frequency")
plt.grid(alpha=0.3)
plt.show()
Mean Percentage Error: 6.79%
Max Percentage Error: 294.28%
Min Percentage Error: 0.00%
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In [19]:
joblib.dump(model_rf,'new_model_rf.pkl')
Out[19]:
['new_model_rf.pkl']
In [20]:
rf_model = joblib.load('new_model_rf.pkl')
xgb_model = joblib.load('new_model_v1.pkl')
In [30]:
# Predictions
y_pred_rf = rf_model.predict(X)
y_pred_xgb = xgb_model.predict(X)

# Evaluate Models
rf_mae = mean_absolute_error(y, y_pred_rf)
xgb_mae = mean_absolute_error(y, y_pred_xgb)
rf_mse = mean_squared_error(y, y_pred_rf)
xgb_mse = mean_squared_error(y, y_pred_xgb)
rf_r2 = r2_score(y, y_pred_rf)
xgb_r2 = r2_score(y, y_pred_xgb)

print(f"Random Forest MSE: {rf_mse:.2f}, R²: {rf_r2:.2f}")
print(f"XGBoost MSE: {xgb_mse:.2f}, R²: {xgb_r2:.2f}")
Random Forest MSE: 721040664.55, R²: 0.97
XGBoost MSE: 667559400.13, R²: 0.98
In [33]:
# Define the function to calculate the weighted ensemble predictions
def optimize_ensemble_weights(y_true, y_pred_xgb, y_pred_rf, metric='mse'):
    best_score = float('inf')
    best_weights = (0.5, 0.5)  # Initialize with equal weights
    weight_range = np.linspace(0, 1, 101)  # Test weights from 0 to 1 in steps of 0.01
    
    for w_xgb in weight_range:
        w_rf = 1 - w_xgb  # Ensure weights sum to 1
        ensemble_pred = w_xgb * y_pred_xgb + w_rf * y_pred_rf
        
        # Choose the metric to minimize
        if metric == 'mse':
            score = mean_squared_error(y_true, ensemble_pred)
        elif metric == 'mae':
            score = mean_absolute_error(y_true, ensemble_pred)
        else:
            raise ValueError("Metric must be 'mse' or 'mae'")
        
        # Keep track of the best weights and score
        if score < best_score:
            best_score = score
            best_weights = (w_xgb, w_rf)
    
    return best_weights, best_score
In [ ]:
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error

def optimize_ensemble_weights(y_true, y_pred_xgb, y_pred_rf, y_pred_cat, metric='mse'):
    best_score = float('inf')
    best_weights = (1/3, 1/3, 1/3)  # Initialize with equal weights
    weight_range = np.linspace(0, 1, 101)  # Test weights from 0 to 1 in steps of 0.01

    # Iterate over weights for the first model
    for w_xgb in weight_range:
        for w_rf in weight_range:
            w_cat = 1 - w_xgb - w_rf  # Ensure weights sum to 1
            
            # Skip invalid combinations where weights go below 0 or above 1
            if w_cat < 0 or w_cat > 1:
                continue

            # Calculate ensemble predictions
            ensemble_pred = (w_xgb * y_pred_xgb + 
                             w_rf * y_pred_rf + 
                             w_cat * y_pred_cat)
            
            # Choose the metric to minimize
            if metric == 'mse':
                score = mean_squared_error(y_true, ensemble_pred)
            elif metric == 'mae':
                score = mean_absolute_error(y_true, ensemble_pred)
            else:
                raise ValueError("Metric must be 'mse' or 'mae'")

            # Keep track of the best weights and score
            if score < best_score:
                best_score = score
                best_weights = (w_xgb, w_rf, w_cat)

    return best_weights, best_score
In [34]:
# Optimize weights for the ensemble
best_weights, best_score = optimize_ensemble_weights(y, y_pred_xgb, y_pred_rf, metric='mse')
print(f"Best Weights: XGBoost = {best_weights[0]:.2f}, Random Forest = {best_weights[1]:.2f}")
print(f"Best MSE: {best_score:.4f}")
Best Weights: XGBoost = 0.71, Random Forest = 0.29
Best MSE: 656527268.2803
In [35]:
# Ensemble (Averaging Predictions)
ensemble_pred = y_pred_xgb *0.71 + y_pred_rf *0.29
ensemble_mae = mean_absolute_error(y,ensemble_pred)
ensemble_mse = mean_squared_error(y, ensemble_pred)
ensemble_r2 = r2_score(y, ensemble_pred)

print(f"Ensemble MSE: {ensemble_mse:.2f}, R²: {ensemble_r2:.2f}")

# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y, ensemble_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y), max(y)], [min(y), max(y)], color='red', linestyle='--', label='Ideal Fit')


# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)

# Display the metrics on the plot
metrics_text = f"MAE: {ensemble_mae:.2f}\nMSE: {ensemble_mse:.2f}\nR²: {ensemble_r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
Ensemble MSE: 656527268.28, R²: 0.98
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In [ ]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
    'year': X_test['new_date'],
    'y': y_test,
    'ensemble_pred': ensemble_pred
})

# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()

# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['ensemble_pred'], color='orange', label='Predicted (Median)', alpha=0.7)

# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)

# Show the plot
plt.show()
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In [38]:
# Calculate the percentage error for each prediction
percentage_error = np.abs((y - ensemble_pred) / y) * 100

# Calculate the mean percentage error (optional, for overall performance)
mean_percentage_error = np.mean(percentage_error)

# Display some statistics
print(f"Mean Percentage Error: {mean_percentage_error:.2f}%")
print(f"Max Percentage Error: {np.max(percentage_error):.2f}%")
print(f"Min Percentage Error: {np.min(percentage_error):.2f}%")

# Plot percentage error distribution
plt.figure(figsize=(8, 6))
plt.hist(percentage_error, bins=30, color='skyblue', edgecolor='black', alpha=0.7)
plt.title("Percentage Error Distribution")
plt.xlabel("Percentage Error (%)")
plt.ylabel("Frequency")
plt.grid(alpha=0.3)
plt.show()
Mean Percentage Error: 5.96%
Max Percentage Error: 277.68%
Min Percentage Error: 0.00%
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In [11]:
# Define the objective function
def catboost_objective(trial):
    param = {
        'iterations': trial.suggest_int('iterations', 500, 3000),
        'depth': trial.suggest_int('depth', 4, 12),
        'learning_rate': trial.suggest_float('learning_rate', 0.01, 0.2, log=True),
        'l2_leaf_reg': trial.suggest_float('l2_leaf_reg', 1e-3, 10.0, log=True),
        'bagging_temperature': trial.suggest_float('bagging_temperature', 0.0, 1.0),
        'random_strength': trial.suggest_float('random_strength', 1e-3, 10.0, log=True),
        'border_count': trial.suggest_int('border_count', 32, 255),
        'grow_policy': trial.suggest_categorical('grow_policy', ['SymmetricTree', 'Depthwise', 'Lossguide']),
        'min_data_in_leaf': trial.suggest_int('min_data_in_leaf', 1, 30),
        'one_hot_max_size': trial.suggest_int('one_hot_max_size', 2, 10),
        'loss_function': 'RMSE',
        'random_seed': 42
    }

    # Initialize and evaluate the model using cross-validation
    model = CatBoostRegressor(**param, verbose=0)
    scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error', n_jobs=-1)
    rmse = np.sqrt(-scores.mean())
    return rmse

# Create the study
catboost_study = optuna.create_study(direction='minimize')
catboost_study.optimize(catboost_objective, n_trials=50)  # Adjust number of trials as needed

# Print the best parameters and RMSE
print("Best Trial:", catboost_study.best_trial.params)
print("Best RMSE:", catboost_study.best_value)
[I 2025-01-07 22:58:24,224] A new study created in memory with name: no-name-4be0baf1-c763-4b00-a952-69c3c18b807b
[I 2025-01-07 23:02:24,880] Trial 0 finished with value: 37413.920796891754 and parameters: {'iterations': 2477, 'depth': 4, 'learning_rate': 0.01777012961311592, 'l2_leaf_reg': 1.4544031106023256, 'bagging_temperature': 0.5783315265045764, 'random_strength': 1.1404026206344768, 'border_count': 55, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 5}. Best is trial 0 with value: 37413.920796891754.
[I 2025-01-07 23:06:29,514] Trial 1 finished with value: 37861.94596352051 and parameters: {'iterations': 2540, 'depth': 4, 'learning_rate': 0.014187511611509213, 'l2_leaf_reg': 6.6694931595789475, 'bagging_temperature': 0.010712068170284805, 'random_strength': 1.1030655427290597, 'border_count': 139, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 3}. Best is trial 0 with value: 37413.920796891754.
[I 2025-01-07 23:18:03,372] Trial 2 finished with value: 28027.538142099846 and parameters: {'iterations': 2757, 'depth': 12, 'learning_rate': 0.08543541415731995, 'l2_leaf_reg': 0.008640941295352452, 'bagging_temperature': 0.8112945888230036, 'random_strength': 0.04119122805678246, 'border_count': 250, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 4, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:22:16,208] Trial 3 finished with value: 32558.13886008356 and parameters: {'iterations': 1668, 'depth': 8, 'learning_rate': 0.02022388242832138, 'l2_leaf_reg': 0.006381068114586802, 'bagging_temperature': 0.7350691745274436, 'random_strength': 0.006040568364401681, 'border_count': 216, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 28, 'one_hot_max_size': 9}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:26:05,908] Trial 4 finished with value: 30819.730992586505 and parameters: {'iterations': 949, 'depth': 8, 'learning_rate': 0.0652461179590173, 'l2_leaf_reg': 0.022736057893202946, 'bagging_temperature': 0.6701945768879501, 'random_strength': 0.04466690644189126, 'border_count': 190, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 24, 'one_hot_max_size': 7}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:34:14,837] Trial 5 finished with value: 34678.589564961956 and parameters: {'iterations': 1952, 'depth': 5, 'learning_rate': 0.010998005275072338, 'l2_leaf_reg': 0.4329175167195166, 'bagging_temperature': 0.9985494934807231, 'random_strength': 0.0025461854391293703, 'border_count': 168, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 18, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:47:24,005] Trial 6 finished with value: 29154.802924063024 and parameters: {'iterations': 2497, 'depth': 11, 'learning_rate': 0.029975383358474997, 'l2_leaf_reg': 0.19098717316813021, 'bagging_temperature': 0.06845539156515235, 'random_strength': 0.0069689914380657945, 'border_count': 201, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 15, 'one_hot_max_size': 9}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:52:52,641] Trial 7 finished with value: 31997.06067390982 and parameters: {'iterations': 1247, 'depth': 9, 'learning_rate': 0.029825763229680738, 'l2_leaf_reg': 9.221575479944116, 'bagging_temperature': 0.18677723093712317, 'random_strength': 0.3891730583783767, 'border_count': 158, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 2, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 00:00:25,229] Trial 8 finished with value: 28988.86284608869 and parameters: {'iterations': 1299, 'depth': 10, 'learning_rate': 0.18611133643941066, 'l2_leaf_reg': 8.582682831406713, 'bagging_temperature': 0.5813935759164771, 'random_strength': 4.299614072800952, 'border_count': 159, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 26, 'one_hot_max_size': 9}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 00:04:46,233] Trial 9 finished with value: 34789.35617640179 and parameters: {'iterations': 872, 'depth': 6, 'learning_rate': 0.019882421355916873, 'l2_leaf_reg': 0.01247346638684972, 'bagging_temperature': 0.009217884552917055, 'random_strength': 5.211268071721683, 'border_count': 255, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 2, 'one_hot_max_size': 2}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 10:11:58,154] Trial 10 finished with value: 29438.619974570323 and parameters: {'iterations': 3000, 'depth': 12, 'learning_rate': 0.08931465703274577, 'l2_leaf_reg': 0.0014448561129101513, 'bagging_temperature': 0.9765651959712666, 'random_strength': 0.06930796373493103, 'border_count': 87, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 10, 'one_hot_max_size': 7}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 10:23:51,593] Trial 11 finished with value: 28885.469074719353 and parameters: {'iterations': 1531, 'depth': 10, 'learning_rate': 0.19679418648778646, 'l2_leaf_reg': 0.0320338772149298, 'bagging_temperature': 0.3835543573546641, 'random_strength': 0.02110549855088225, 'border_count': 110, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 21, 'one_hot_max_size': 10}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 10:41:04,582] Trial 12 finished with value: 29615.175819230997 and parameters: {'iterations': 1936, 'depth': 12, 'learning_rate': 0.19445629199731987, 'l2_leaf_reg': 0.04427523836631998, 'bagging_temperature': 0.34924513595093704, 'random_strength': 0.022148974933845256, 'border_count': 112, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 20, 'one_hot_max_size': 6}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 10:54:01,709] Trial 13 finished with value: 32521.622743089578 and parameters: {'iterations': 1669, 'depth': 10, 'learning_rate': 0.10359358501762135, 'l2_leaf_reg': 0.002612786148812896, 'bagging_temperature': 0.41152008860045647, 'random_strength': 0.1935030166372581, 'border_count': 34, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 12, 'one_hot_max_size': 7}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:16:53,545] Trial 14 finished with value: 29192.844751837085 and parameters: {'iterations': 2984, 'depth': 11, 'learning_rate': 0.131811695839895, 'l2_leaf_reg': 0.09062057394402803, 'bagging_temperature': 0.8024469819471285, 'random_strength': 0.0010127159770659758, 'border_count': 99, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 23, 'one_hot_max_size': 10}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:18:34,462] Trial 15 finished with value: 31137.406871952175 and parameters: {'iterations': 579, 'depth': 10, 'learning_rate': 0.059740252644912215, 'l2_leaf_reg': 0.005396488938757214, 'bagging_temperature': 0.2855976087391702, 'random_strength': 0.01885001284620716, 'border_count': 241, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 11, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:27:59,318] Trial 16 finished with value: 28361.29247655765 and parameters: {'iterations': 2190, 'depth': 7, 'learning_rate': 0.13576045777666457, 'l2_leaf_reg': 0.027421709243151075, 'bagging_temperature': 0.4486380598884435, 'random_strength': 0.15856412747771106, 'border_count': 126, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 30, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:37:36,775] Trial 17 finished with value: 28866.423763126313 and parameters: {'iterations': 2205, 'depth': 7, 'learning_rate': 0.04918925179615455, 'l2_leaf_reg': 0.009120207211272255, 'bagging_temperature': 0.8540182843411901, 'random_strength': 0.23927145116210644, 'border_count': 129, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 7, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:43:40,756] Trial 18 finished with value: 29431.67837147503 and parameters: {'iterations': 2697, 'depth': 7, 'learning_rate': 0.12080006387482288, 'l2_leaf_reg': 0.10056619773541799, 'bagging_temperature': 0.5021723506264636, 'random_strength': 0.7968612791713827, 'border_count': 75, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 30, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:51:26,484] Trial 19 finished with value: 29045.12899267764 and parameters: {'iterations': 2082, 'depth': 6, 'learning_rate': 0.08285674908938559, 'l2_leaf_reg': 0.0011778788484541674, 'bagging_temperature': 0.6407648697531129, 'random_strength': 0.12722190130480535, 'border_count': 188, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 16, 'one_hot_max_size': 2}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:57:35,548] Trial 20 finished with value: 28349.452155020794 and parameters: {'iterations': 2313, 'depth': 9, 'learning_rate': 0.1404851411641842, 'l2_leaf_reg': 0.6163136395467858, 'bagging_temperature': 0.8859136985122238, 'random_strength': 0.05531872031720858, 'border_count': 226, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 14, 'one_hot_max_size': 6}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:03:37,032] Trial 21 finished with value: 28366.234093087765 and parameters: {'iterations': 2262, 'depth': 9, 'learning_rate': 0.13928728396953957, 'l2_leaf_reg': 1.1790542639165524, 'bagging_temperature': 0.8873612561017297, 'random_strength': 0.0482065080354072, 'border_count': 240, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 14, 'one_hot_max_size': 6}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:09:40,840] Trial 22 finished with value: 29619.498386921317 and parameters: {'iterations': 2718, 'depth': 7, 'learning_rate': 0.07300933697367275, 'l2_leaf_reg': 0.3330773090128591, 'bagging_temperature': 0.48943164862276367, 'random_strength': 0.09594851198169004, 'border_count': 206, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 8, 'one_hot_max_size': 6}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:16:01,792] Trial 23 finished with value: 28330.46633702936 and parameters: {'iterations': 2373, 'depth': 9, 'learning_rate': 0.14370583950866148, 'l2_leaf_reg': 1.3234242919104695, 'bagging_temperature': 0.7421062024025533, 'random_strength': 0.010093835583786038, 'border_count': 224, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 18, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:23:22,113] Trial 24 finished with value: 28447.88306209594 and parameters: {'iterations': 2769, 'depth': 9, 'learning_rate': 0.10598965789179293, 'l2_leaf_reg': 2.0714881418596645, 'bagging_temperature': 0.9169049359860709, 'random_strength': 0.009414455790688453, 'border_count': 227, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 18, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:31:10,187] Trial 25 finished with value: 28069.09586176678 and parameters: {'iterations': 2382, 'depth': 11, 'learning_rate': 0.14918562750097233, 'l2_leaf_reg': 3.0385896292721, 'bagging_temperature': 0.7672497083519554, 'random_strength': 0.0025149388431037352, 'border_count': 226, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 13, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:40:21,819] Trial 26 finished with value: 28563.277719992937 and parameters: {'iterations': 2833, 'depth': 11, 'learning_rate': 0.04962908140786971, 'l2_leaf_reg': 3.505730128581801, 'bagging_temperature': 0.7560666240788422, 'random_strength': 0.002868868522451911, 'border_count': 245, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 1, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:49:29,593] Trial 27 finished with value: 28038.00700807794 and parameters: {'iterations': 2388, 'depth': 12, 'learning_rate': 0.16702903357759707, 'l2_leaf_reg': 3.5035207019602845, 'bagging_temperature': 0.7190049141917044, 'random_strength': 0.0012340270803721796, 'border_count': 179, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 8, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:56:53,633] Trial 28 finished with value: 28040.212734478668 and parameters: {'iterations': 1927, 'depth': 12, 'learning_rate': 0.1637476315111648, 'l2_leaf_reg': 3.4033946167608993, 'bagging_temperature': 0.6561363868780216, 'random_strength': 0.001096333648197918, 'border_count': 188, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:06:41,804] Trial 29 finished with value: 28071.385875514738 and parameters: {'iterations': 2568, 'depth': 12, 'learning_rate': 0.09705147841846075, 'l2_leaf_reg': 4.022883645812684, 'bagging_temperature': 0.668977107583933, 'random_strength': 0.0014132332593945, 'border_count': 176, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:14:02,123] Trial 30 finished with value: 29197.920504711692 and parameters: {'iterations': 1902, 'depth': 12, 'learning_rate': 0.03408164985296815, 'l2_leaf_reg': 0.9576177076645377, 'bagging_temperature': 0.5633943305567644, 'random_strength': 2.4179929211812023, 'border_count': 180, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 8, 'one_hot_max_size': 2}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:20:36,285] Trial 31 finished with value: 28064.96586896504 and parameters: {'iterations': 2062, 'depth': 11, 'learning_rate': 0.16634196268635587, 'l2_leaf_reg': 2.5133431281028757, 'bagging_temperature': 0.7965773826076927, 'random_strength': 0.002590067565674671, 'border_count': 214, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 4, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:28:38,900] Trial 32 finished with value: 28041.61137960863 and parameters: {'iterations': 2070, 'depth': 12, 'learning_rate': 0.16886439518625784, 'l2_leaf_reg': 5.083889781386824, 'bagging_temperature': 0.8177881453954087, 'random_strength': 0.004349361387335329, 'border_count': 204, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:35:45,214] Trial 33 finished with value: 28072.862782375243 and parameters: {'iterations': 1821, 'depth': 12, 'learning_rate': 0.16840497650596525, 'l2_leaf_reg': 5.181659481308675, 'bagging_temperature': 0.6240704004879841, 'random_strength': 0.004685757846651689, 'border_count': 196, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 4, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:45:28,368] Trial 34 finished with value: 28058.797154166226 and parameters: {'iterations': 2560, 'depth': 12, 'learning_rate': 0.10545377642900847, 'l2_leaf_reg': 1.8616945155005646, 'bagging_temperature': 0.7058641109436875, 'random_strength': 0.0015032003135509488, 'border_count': 152, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:50:24,267] Trial 35 finished with value: 28296.35058903842 and parameters: {'iterations': 1567, 'depth': 11, 'learning_rate': 0.11697296710314685, 'l2_leaf_reg': 0.7554509910233849, 'bagging_temperature': 0.8117122522974769, 'random_strength': 0.0038865562673173508, 'border_count': 176, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 9, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:58:08,131] Trial 36 finished with value: 28468.215755295325 and parameters: {'iterations': 2053, 'depth': 12, 'learning_rate': 0.07119922319083198, 'l2_leaf_reg': 5.6916797088704305, 'bagging_temperature': 0.6980491050173465, 'random_strength': 0.0011023594657900782, 'border_count': 143, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 3, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:00:56,785] Trial 37 finished with value: 31997.682868578177 and parameters: {'iterations': 1773, 'depth': 4, 'learning_rate': 0.16025517958932892, 'l2_leaf_reg': 0.3751586150052036, 'bagging_temperature': 0.9389787694152794, 'random_strength': 0.0018876299348144234, 'border_count': 208, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:08:22,624] Trial 38 finished with value: 29111.447108708857 and parameters: {'iterations': 2483, 'depth': 11, 'learning_rate': 0.0802589219204024, 'l2_leaf_reg': 9.915350539742832, 'bagging_temperature': 0.5927288706863479, 'random_strength': 0.01258478231372117, 'border_count': 190, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 1, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:12:06,469] Trial 39 finished with value: 28340.252237644116 and parameters: {'iterations': 1393, 'depth': 10, 'learning_rate': 0.17129338022148655, 'l2_leaf_reg': 0.24127565144831634, 'bagging_temperature': 0.8577437588138404, 'random_strength': 0.004795561924601493, 'border_count': 167, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 4, 'one_hot_max_size': 2}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:22:56,546] Trial 40 finished with value: 28168.03476078392 and parameters: {'iterations': 2629, 'depth': 12, 'learning_rate': 0.05838876808829494, 'l2_leaf_reg': 0.12475468765221218, 'bagging_temperature': 0.5384013788509371, 'random_strength': 0.03267877536208554, 'border_count': 253, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 10, 'one_hot_max_size': 8}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:33:46,286] Trial 41 finished with value: 28016.27059929441 and parameters: {'iterations': 2864, 'depth': 12, 'learning_rate': 0.11684581661338442, 'l2_leaf_reg': 1.8333086448589881, 'bagging_temperature': 0.7349600056058765, 'random_strength': 0.0016994593753810136, 'border_count': 161, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 5}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 14:44:35,971] Trial 42 finished with value: 28030.892379948113 and parameters: {'iterations': 2888, 'depth': 12, 'learning_rate': 0.12599309393093255, 'l2_leaf_reg': 5.906909765984903, 'bagging_temperature': 0.7083410047104695, 'random_strength': 0.0019794710488806187, 'border_count': 165, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 4}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 14:52:24,728] Trial 43 finished with value: 28470.091920325038 and parameters: {'iterations': 2898, 'depth': 11, 'learning_rate': 0.11363600623560308, 'l2_leaf_reg': 1.5588475376296607, 'bagging_temperature': 0.7090710064529987, 'random_strength': 0.001904188090511722, 'border_count': 163, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 8, 'one_hot_max_size': 5}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:03:01,383] Trial 44 finished with value: 28167.480800018424 and parameters: {'iterations': 2865, 'depth': 12, 'learning_rate': 0.08993756150110532, 'l2_leaf_reg': 7.1905151789524995, 'bagging_temperature': 0.6482802807697248, 'random_strength': 0.007443237251144223, 'border_count': 152, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 3, 'one_hot_max_size': 4}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:11:05,259] Trial 45 finished with value: 31199.738031822617 and parameters: {'iterations': 2650, 'depth': 11, 'learning_rate': 0.011535556940304453, 'l2_leaf_reg': 2.93370978219983, 'bagging_temperature': 0.6101143363971989, 'random_strength': 0.0010083333030966968, 'border_count': 135, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 3}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:22:18,624] Trial 46 finished with value: 28374.82739196031 and parameters: {'iterations': 3000, 'depth': 12, 'learning_rate': 0.19932424155986184, 'l2_leaf_reg': 0.052797788467287506, 'bagging_temperature': 0.6905840433888402, 'random_strength': 0.0032166792407628095, 'border_count': 152, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 10, 'one_hot_max_size': 7}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:29:50,249] Trial 47 finished with value: 28456.385931229288 and parameters: {'iterations': 2799, 'depth': 10, 'learning_rate': 0.12701716065123536, 'l2_leaf_reg': 0.01441589246569547, 'bagging_temperature': 0.7654675752952652, 'random_strength': 0.0018693134705919298, 'border_count': 180, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 2, 'one_hot_max_size': 5}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:33:19,817] Trial 48 finished with value: 30206.783942306727 and parameters: {'iterations': 1106, 'depth': 11, 'learning_rate': 0.038107955789722106, 'l2_leaf_reg': 0.004348775091684444, 'bagging_temperature': 0.8365710730626399, 'random_strength': 0.006412798801032258, 'border_count': 169, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 4}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:42:41,219] Trial 49 finished with value: 28087.856445438476 and parameters: {'iterations': 2463, 'depth': 12, 'learning_rate': 0.09747868445754367, 'l2_leaf_reg': 0.5612677398854425, 'bagging_temperature': 0.7341601480389768, 'random_strength': 0.5006281496605194, 'border_count': 137, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 7, 'one_hot_max_size': 6}. Best is trial 41 with value: 28016.27059929441.
Best Trial: {'iterations': 2864, 'depth': 12, 'learning_rate': 0.11684581661338442, 'l2_leaf_reg': 1.8333086448589881, 'bagging_temperature': 0.7349600056058765, 'random_strength': 0.0016994593753810136, 'border_count': 161, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 5}
Best RMSE: 28016.27059929441
In [13]:
optuna.visualization.plot_param_importances(catboost_study).show()
optuna.visualization.plot_optimization_history(catboost_study).show()
In [20]:
best_params_cat = catboost_study.best_trial.params
model_cat = CatBoostRegressor(**best_params_cat, random_state=42)
In [21]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.model_selection import learning_curve, KFold, cross_val_score
from sklearn.metrics import (
    mean_squared_error, mean_absolute_error, r2_score,
    explained_variance_score, mean_absolute_percentage_error
)
from catboost import CatBoostRegressor, Pool, cv

# Plot Learning Curve
def plot_learning_curve(estimator, X, y, cv, scoring, train_sizes=np.linspace(0.1, 1.0, 10)):
    train_sizes, train_scores, valid_scores = learning_curve(
        estimator, X, y, cv=cv, scoring=scoring, train_sizes=train_sizes, n_jobs=-1
    )
    train_mean = np.mean(train_scores, axis=1)
    valid_mean = np.mean(valid_scores, axis=1)

    plt.figure(figsize=(10, 6))
    plt.plot(train_sizes, train_mean, label="Training score", color="blue")
    plt.plot(train_sizes, valid_mean, label="Validation score", color="orange")
    plt.title("Learning Curve")
    plt.xlabel("Training Set Size")
    plt.ylabel(scoring)
    plt.legend(loc="best")
    plt.grid()
    plt.show()

# Residual Plot
def plot_residuals(y_true, y_pred):
    residuals = y_true - y_pred
    plt.figure(figsize=(10, 6))
    sns.scatterplot(x=y_pred, y=residuals, alpha=0.6)
    plt.axhline(0, color='red', linestyle='--')
    plt.title("Residual Plot")
    plt.xlabel("Predicted Values")
    plt.ylabel("Residuals")
    plt.grid()
    plt.show()

# Prediction vs. Actual Plot
def plot_predictions(y_true, y_pred):
    plt.figure(figsize=(10, 6))
    sns.scatterplot(x=y_true, y=y_pred, alpha=0.6)
    plt.plot([y_true.min(), y_true.max()], [y_true.min(), y_true.max()], color='red', linestyle='--')
    plt.title("Prediction vs. Actual")
    plt.xlabel("Actual Values")
    plt.ylabel("Predicted Values")
    plt.grid()
    plt.show()

# Error Distribution Plot
def plot_error_distribution(y_true, y_pred):
    errors = y_true - y_pred
    plt.figure(figsize=(10, 6))
    sns.histplot(errors, bins=30, kde=True)
    plt.title("Error Distribution")
    plt.xlabel("Prediction Error")
    plt.ylabel("Frequency")
    plt.grid()
    plt.show()


# Perform K-Fold Cross-Validation
kf = KFold(n_splits=5, shuffle=True, random_state=42)
pool = Pool(X_train, y_train)
cv_results = cv(pool, model_cat.get_params(), fold_count=5, plot=True)

# Train and Evaluate
model_cat.fit(X_train, y_train)
y_pred = model_cat.predict(X_test)

# Test Metrics
print(f"Test MSE: {mean_squared_error(y_test, y_pred):.4f}")
print(f"Test MAE: {mean_absolute_error(y_test, y_pred):.4f}")
print(f"Test R^2: {r2_score(y_test, y_pred):.4f}")
print(f"Explained Variance: {explained_variance_score(y_test, y_pred):.4f}")
print(f"Mean Absolute Percentage Error (MAPE): {mean_absolute_percentage_error(y_test, y_pred):.4f}")
MetricVisualizer(layout=Layout(align_self='stretch', height='500px'))
Training on fold [0/5]
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2852:	learn: 24791.3345109	test: 28176.3174036	best: 28175.8408804 (2845)	total: 4m 8s	remaining: 959ms
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2855:	learn: 24790.4119210	test: 28176.4026425	best: 28175.8408804 (2845)	total: 4m 9s	remaining: 698ms
2856:	learn: 24789.9890147	test: 28176.3008190	best: 28175.8408804 (2845)	total: 4m 9s	remaining: 610ms
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2858:	learn: 24787.1097937	test: 28176.4187158	best: 28175.8408804 (2845)	total: 4m 9s	remaining: 436ms
2859:	learn: 24786.7488959	test: 28176.2874019	best: 28175.8408804 (2845)	total: 4m 9s	remaining: 349ms
2860:	learn: 24786.4387822	test: 28176.2675874	best: 28175.8408804 (2845)	total: 4m 9s	remaining: 262ms
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2862:	learn: 24785.3205863	test: 28176.2394240	best: 28175.8408804 (2845)	total: 4m 9s	remaining: 87.2ms
2863:	learn: 24784.9830181	test: 28176.1470357	best: 28175.8408804 (2845)	total: 4m 9s	remaining: 0us

bestTest = 28175.84088
bestIteration = 2845

Training on fold [1/5]
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2863:	learn: 24867.6227683	test: 27948.1790252	best: 27944.4141295 (2826)	total: 4m 29s	remaining: 0us

bestTest = 27944.41413
bestIteration = 2826

Training on fold [2/5]
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2863:	learn: 24851.3636254	test: 28100.8103856	best: 28100.3660447 (2860)	total: 4m 39s	remaining: 0us

bestTest = 28100.36604
bestIteration = 2860

Training on fold [3/5]
0:	learn: 311491.7194816	test: 311206.7950157	best: 311206.7950157 (0)	total: 86.3ms	remaining: 4m 7s
1:	learn: 276327.8355817	test: 276032.7503042	best: 276032.7503042 (1)	total: 172ms	remaining: 4m 6s
2:	learn: 245391.2598775	test: 245091.9778048	best: 245091.9778048 (2)	total: 263ms	remaining: 4m 11s
3:	learn: 218203.7125535	test: 217902.4518572	best: 217902.4518572 (3)	total: 432ms	remaining: 5m 8s
4:	learn: 194356.4066222	test: 194074.6566611	best: 194074.6566611 (4)	total: 513ms	remaining: 4m 53s
5:	learn: 173395.0583724	test: 173110.5572641	best: 173110.5572641 (5)	total: 595ms	remaining: 4m 43s
6:	learn: 155054.4161566	test: 154792.3347919	best: 154792.3347919 (6)	total: 678ms	remaining: 4m 36s
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2863:	learn: 24896.1179448	test: 27902.9914302	best: 27902.9914302 (2863)	total: 4m 51s	remaining: 0us

bestTest = 27902.99143
bestIteration = 2863

Training on fold [4/5]
0:	learn: 311299.1081850	test: 312084.1090151	best: 312084.1090151 (0)	total: 89.6ms	remaining: 4m 16s
1:	learn: 276158.6113393	test: 276924.4513398	best: 276924.4513398 (1)	total: 176ms	remaining: 4m 11s
2:	learn: 245241.7710251	test: 245990.2671328	best: 245990.2671328 (2)	total: 256ms	remaining: 4m 4s
3:	learn: 218065.0145055	test: 218791.4056181	best: 218791.4056181 (3)	total: 340ms	remaining: 4m 2s
4:	learn: 194180.4873541	test: 194876.2406888	best: 194876.2406888 (4)	total: 422ms	remaining: 4m 1s
5:	learn: 173213.8829001	test: 173888.8059850	best: 173888.8059850 (5)	total: 507ms	remaining: 4m 1s
6:	learn: 154924.1144276	test: 155563.1320658	best: 155563.1320658 (6)	total: 888ms	remaining: 6m 2s
7:	learn: 138888.6746411	test: 139480.4160954	best: 139480.4160954 (7)	total: 971ms	remaining: 5m 46s
8:	learn: 124966.5850848	test: 125533.9339087	best: 125533.9339087 (8)	total: 1.05s	remaining: 5m 34s
9:	learn: 112789.0342622	test: 113343.5311671	best: 113343.5311671 (9)	total: 1.14s	remaining: 5m 26s
10:	learn: 102021.0228085	test: 102554.6070384	best: 102554.6070384 (10)	total: 1.23s	remaining: 5m 17s
11:	learn: 92798.8041886	test: 93312.3842022	best: 93312.3842022 (11)	total: 1.31s	remaining: 5m 11s
12:	learn: 84856.8693384	test: 85353.2081464	best: 85353.2081464 (12)	total: 1.39s	remaining: 5m 5s
13:	learn: 78051.4792509	test: 78542.0106643	best: 78542.0106643 (13)	total: 1.48s	remaining: 5m 1s
14:	learn: 72210.9955344	test: 72692.4464009	best: 72692.4464009 (14)	total: 1.56s	remaining: 4m 56s
15:	learn: 67257.6699987	test: 67735.8216737	best: 67735.8216737 (15)	total: 1.65s	remaining: 4m 53s
16:	learn: 63000.2647326	test: 63467.2259138	best: 63467.2259138 (16)	total: 1.73s	remaining: 4m 50s
17:	learn: 58981.3776585	test: 59436.3847100	best: 59436.3847100 (17)	total: 1.82s	remaining: 4m 47s
18:	learn: 55978.6933535	test: 56426.7422916	best: 56426.7422916 (18)	total: 1.91s	remaining: 4m 46s
19:	learn: 53334.1658942	test: 53783.5847540	best: 53783.5847540 (19)	total: 2.12s	remaining: 5m 1s
20:	learn: 51143.4859678	test: 51590.1141684	best: 51590.1141684 (20)	total: 2.2s	remaining: 4m 58s
21:	learn: 49320.9112871	test: 49766.1616936	best: 49766.1616936 (21)	total: 2.29s	remaining: 4m 55s
22:	learn: 47676.5558416	test: 48121.1050135	best: 48121.1050135 (22)	total: 2.37s	remaining: 4m 53s
23:	learn: 46340.5148958	test: 46779.8711278	best: 46779.8711278 (23)	total: 2.47s	remaining: 4m 52s
24:	learn: 44920.7267636	test: 45355.1728777	best: 45355.1728777 (24)	total: 2.57s	remaining: 4m 51s
25:	learn: 43824.5604703	test: 44254.0459920	best: 44254.0459920 (25)	total: 2.66s	remaining: 4m 50s
26:	learn: 42837.5073247	test: 43268.3906451	best: 43268.3906451 (26)	total: 2.75s	remaining: 4m 48s
27:	learn: 42158.2384229	test: 42581.7574640	best: 42581.7574640 (27)	total: 2.83s	remaining: 4m 46s
28:	learn: 41582.7071773	test: 42001.3376509	best: 42001.3376509 (28)	total: 2.91s	remaining: 4m 44s
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30:	learn: 40509.2217302	test: 40922.4858656	best: 40922.4858656 (30)	total: 3.15s	remaining: 4m 47s
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bestTest = 28151.01698
bestIteration = 2861

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Test MSE: 783825527.6984
Test MAE: 17993.3951
Test R^2: 0.9716
Explained Variance: 0.9716
Mean Absolute Percentage Error (MAPE): 0.0637
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Cell In[21], line 81
     78 print(f"Mean Absolute Percentage Error (MAPE): {mean_absolute_percentage_error(y_test, y_pred):.4f}")
     80 # Plot Feature Importance
---> 81 model_cat.plot_importance(title="Feature Importance", max_num_features=10)
     82 plt.show()
     84 # Plot Graphs

AttributeError: 'CatBoostRegressor' object has no attribute 'plot_importance'
In [22]:
# Plot Graphs
plot_learning_curve(model_cat, X_train, y_train, cv=kf, scoring='r2')
plot_residuals(y_test, y_pred)
plot_predictions(y_test, y_pred)
plot_error_distribution(y_test, y_pred)
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c:\Users\firas\anaconda3\Lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

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In [23]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
    'year': X_test['new_date'],
    'y': y_test,
    'cat_pred': y_pred
})

# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()

# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['cat_pred'], color='orange', label='Predicted (Median)', alpha=0.7)

# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)

# Show the plot
plt.show()
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In [24]:
joblib.dump(model_cat,'new_model_cat.pkl')
Out[24]:
['new_model_cat.pkl']
In [25]:
model_xgb  = joblib.load('new_model_xgb.pkl')
model_rf = joblib.load('new_model_rf.pkl')
model_cat = joblib.load('new_model_cat.pkl')
In [26]:
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error

def optimize_ensemble_weights(y_true, y_pred_xgb, y_pred_rf, y_pred_cat, metric='mse'):
    best_score = float('inf')
    best_weights = (1/3, 1/3, 1/3)  # Initialize with equal weights
    weight_range = np.linspace(0, 1, 101)  # Test weights from 0 to 1 in steps of 0.01

    # Iterate over weights for the first model
    for w_xgb in weight_range:
        for w_rf in weight_range:
            w_cat = 1 - w_xgb - w_rf  # Ensure weights sum to 1
            
            # Skip invalid combinations where weights go below 0 or above 1
            if w_cat < 0 or w_cat > 1:
                continue

            # Calculate ensemble predictions
            ensemble_pred = (w_xgb * y_pred_xgb + 
                             w_rf * y_pred_rf + 
                             w_cat * y_pred_cat)
            
            # Choose the metric to minimize
            if metric == 'mse':
                score = mean_squared_error(y_true, ensemble_pred)
            elif metric == 'mae':
                score = mean_absolute_error(y_true, ensemble_pred)
            else:
                raise ValueError("Metric must be 'mse' or 'mae'")

            # Keep track of the best weights and score
            if score < best_score:
                best_score = score
                best_weights = (w_xgb, w_rf, w_cat)

    return best_weights, best_score
In [27]:
y_pred_rf = model_rf.predict(X)
y_pred_xgb = model_xgb.predict(X)
y_pred_cat = model_cat.predict(X)

# Evaluate Models
rf_mae = mean_absolute_error(y, y_pred_rf)
xgb_mae = mean_absolute_error(y, y_pred_xgb)
cat_mae = mean_absolute_error(y, y_pred_cat)
rf_mse = mean_squared_error(y, y_pred_rf)
xgb_mse = mean_squared_error(y, y_pred_xgb)
cat_mse = mean_squared_error(y, y_pred_cat)
rf_r2 = r2_score(y, y_pred_rf)
xgb_r2 = r2_score(y, y_pred_xgb)
cat_r2 = r2_score(y, y_pred_cat)

print(f"Random Forest MSE: {rf_mse:.2f}, R²: {rf_r2:.2f}")
print(f"XGBoost MSE: {xgb_mse:.2f}, R²: {xgb_r2:.2f}")
print(f"CATBoost MSE: {cat_mse:.2f}, R²: {cat_r2:.2f}")
Random Forest MSE: 721040664.55, R²: 0.97
XGBoost MSE: 667559400.13, R²: 0.98
CATBoost MSE: 663590658.82, R²: 0.98
In [28]:
# Optimize weights for the ensemble
best_weights, best_score = optimize_ensemble_weights(y, y_pred_xgb, y_pred_rf,y_pred_cat, metric='mse')
print(f"Best Weights: XGBoost = {best_weights[0]:.2f}, Random Forest = {best_weights[1]:.2f}, CATBoost = {best_weights[2]:.2f}")
print(f"Best MSE: {best_score:.4f}")
Best Weights: XGBoost = 0.32, Random Forest = 0.23, CATBoost = 0.45
Best MSE: 649584555.0503
In [29]:
# Ensemble (Averaging Predictions)
ensemble_pred = y_pred_xgb *best_weights[0] + y_pred_rf *best_weights[1] + y_pred_cat*best_weights[2]
ensemble_mae = mean_absolute_error(y,ensemble_pred)
ensemble_mse = mean_squared_error(y, ensemble_pred)
ensemble_r2 = r2_score(y, ensemble_pred)

print(f"Ensemble MSE: {ensemble_mse:.2f}, R²: {ensemble_r2:.2f}")

# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y, ensemble_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y), max(y)], [min(y), max(y)], color='red', linestyle='--', label='Ideal Fit')


# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)

# Display the metrics on the plot
metrics_text = f"MAE: {ensemble_mae:.2f}\nMSE: {ensemble_mse:.2f}\nR²: {ensemble_r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
               bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
Ensemble MSE: 649584555.05, R²: 0.98
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In [31]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
    'year': X['new_date'],  # Ensure this is the year column
    'y': y,
    'ensemble_pred': ensemble_pred
})

# Scatter plot for all points
plt.figure(figsize=(10, 6))
plt.scatter(results_df['year'], results_df['y'], color='blue', label='Actual', alpha=0.6)
plt.scatter(results_df['year'], results_df['ensemble_pred'], color='orange', label='Predicted', alpha=0.6)

# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Prices")
plt.title("Actual vs Predicted Prices by Year (All Points)")
plt.legend()
plt.grid(alpha=0.3)

# Show the plot
plt.show()
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In [32]:
# Calculate the percentage error for each prediction
percentage_error = np.abs((y - ensemble_pred) / y) * 100

# Calculate the mean percentage error (optional, for overall performance)
mean_percentage_error = np.mean(percentage_error)

# Display some statistics
print(f"Mean Percentage Error: {mean_percentage_error:.2f}%")
print(f"Max Percentage Error: {np.max(percentage_error):.2f}%")
print(f"Min Percentage Error: {np.min(percentage_error):.2f}%")

# Plot percentage error distribution
plt.figure(figsize=(8, 6))
plt.hist(percentage_error, bins=30, color='skyblue', edgecolor='black', alpha=0.7)
plt.title("Percentage Error Distribution")
plt.xlabel("Percentage Error (%)")
plt.ylabel("Frequency")
plt.grid(alpha=0.3)
plt.show()
Mean Percentage Error: 5.94%
Max Percentage Error: 286.38%
Min Percentage Error: 0.00%
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In [ ]: